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Apr 28, 2022¡Journal Of Big Data
54 cites
Multivariate cryptocurrency prediction: comparative analysis of three recurrent neural networks approaches

Seng Hansun, Arya Wicaksana, A.Q.M. Khaliq

Abstract As a new type of currency introduced in the new millennium, cryptocurrency has established its ecosystems and attracts many people to use and invest in it. However, cryptocurrencies are highly dynamic and volatile, making it challenging to predict their future values. In this research, we use a multivariate prediction approach and three different recurrent neural networks (RNNs), namely the long short-term memory (LSTM), the bidirectional LSTM (Bi-LSTM), and the gated recurrent unit (GRU). We also propose simple three layers deep networks architecture for the regression task in this study. From the experimental results on five major cryptocurrencies, i.e., Bitcoin (BTC), Ethereum (ETH), Cardano (ADA), Tether (USDT), and Binance Coin (BNB), we find that both Bi-LSTM and GRU have similar performance results in terms of accuracy. However, in terms of the execution time, both LSTM and GRU have similar results, where GRU is slightly better and has lower variation results on average.

Open access
Blockchain Technology Applications and Security
Market Dynamics and Volatility
Stock Market Forecasting Methods
Original source
Apr 28, 2022¡arXiv (Cornell University)
6 cites
Temporal Analysis of Transaction Ego Networks with Different Labels on Ethereum

Baoying Huang, Jieli Liu, Jiajing Wu, Quanzhong Li ¡ 5 authors

Due to the widespread use of smart contracts, Ethereum has become the second-largest blockchain platform after Bitcoin. Many different types of Ethereum accounts (ICO, Mining, Gambling, etc.) also have quite active trading activities on Ethereum. Studying the transaction records of these specific Ethereum accounts is very important for understanding their particular transaction characteristics, and further labeling the pseudonymous accounts. However, traditional methods are generally based on static and global transaction networks to conduct research, ignoring useful information about dynamic changes. Our work chooses six kinds of important account labels, and builds ego networks for each kind of Ethereum account. We focus on the interaction between the target node and neighbor nodes with temporal analysis. Experiments show that there is a significant difference between various types of accounts in terms of several network features, helping us better understand their transaction patterns. To the best of our knowledge, this is the first work to analyze the dynamic characteristics of Ethereum labeled accounts from the perspective of transaction ego networks.

Open access
3 source records
Blockchain Technology Applications and Security
FinTech, Crowdfunding, Digital Finance
Peer-to-Peer Network Technologies
Original source
Apr 27, 2022¡arXiv (Cornell University)
4 cites
Panoptic: the perpetual, oracle-free options protocol

G. Lambert, Jesper Kristensen

Panoptic is the perpetual, oracle-free, instant-settlement options trading protocol on the Ethereum blockchain. Panoptic enables the permissionless trading of options on top of any asset pool in the Uniswap v3 ecosystem and seeks to develop a trustless, permissionless, and composable options product, i.e., do for decentralized options markets what x*y=k automated market maker protocols did for spot trading.

Open access
2 source records
q-fin.PR
cs.CE
cs.CR
Original source
Apr 27, 2022¡IAIC Transactions on Sustainable Digital Innovation (ITSDI)
17 cites
Design and Build Academic Website with Digital Certificate Storage Using Blockchain Technology

Safiani A. Faaroek, Aropria Saulina Panjaitan, Zaleha Fauziah, Nanda Septiani

A certificate is a form of award that is obtained by someone after completing a competency test or certain learning. Certificates must be generated and stored in a safe and secure manner to prevent alteration of content or even falsification. Blockchain technology is a technology that allows secure storage processes at low costs. Security is guaranteed because everyone can take part in storing data with a distributed ledger. Based on the results of research and system design, it can be concluded that the process of making blockchain technology as a medium for issuing certificates and their validation can be made using Ethereum's program, namely Geth, and storing data using smart contracts issued on the blockchain network. The results of the reliability testing of the system show that the system has successfully processed 200 transactions in approximately 8 seconds. For scalability testing, it is estimated that 10 million blocks require a storage capacity of 22.6 GB to become a node or miner on this blockchain network.

Open access
Blockchain Technology in Education and Learning
Blockchain Technology Applications and Security
SMEs Development and Digital Marketing
Original source
Apr 27, 2022¡arXiv (Cornell University)
4 cites
Quantum Prudent Contracts with Applications to Bitcoin

Or Sattath

Smart contracts are cryptographic protocols that are enforced without a judiciary. Smart contracts are used occasionally in Bitcoin and are prevalent in Ethereum. Public quantum money improves upon cash we use today, yet the current constructions do not enable smart contracts. In this work, we define and introduce quantum payment schemes, and show how to implement prudent contracts -- a non-trivial subset of the functionality that a network such as Ethereum provides. Examples discussed include: multi-signature wallets in which funds can be spent by any 2-out-of-3 owners; restricted accounts that can send funds only to designated destinations; and "colored coins" that can represent stocks that can be freely traded, and their owner would receive dividends. Our approach is not as universal as the one used in Ethereum since we do not reach a consensus regarding the state of a ledger. We call our proposal prudent contracts to reflect this. The main building block is either quantum tokens for digital signatures (Ben-David and Sattath QCrypt'17, Coladangelo et al. Crypto'21), semi-quantum tokens for digital signatures (Shmueli'22) or one-shot signatures (Amos et al. STOC'20). The solution has all the benefits of public quantum money: no mining is necessary, and the security model is standard (e.g., it is not susceptible to 51\% attacks, as in Bitcoin). Our one-shot signature construction can be used to upgrade the Bitcoin network to a quantum payment scheme. Notable advantages of this approach are: transactions are locally verifiable and without latency, the throughput is unbounded, and most importantly, it would remove the need for Bitcoin mining. Our approach requires a universal large-scale quantum computer and long-term quantum memory; hence we do not expect it to be implementable in the next few years.

Open access
2 source records
Quantum Computing Algorithms and Architecture
Blockchain Technology Applications and Security
Cryptography and Data Security
Original source
Apr 26, 2022¡International Journal for Research in Applied Science and Engineering Technology
1 cites
Secured Lottery System Using Smart Contract and Blockchain Technology

Arihant Dugar

Abstract: To create a lottery based smart contract on ethereum blockchain for increasing transparency and reduce frauds in the lottery industry. Once the contract has been deployed by the administrator, there will be a minimum contribution amount for players to register in the game and a price pool will be maintained by the smart contract. The winning process will be structured in a way such that only the administrator's wallet will be authorized to initiate the process to randomly pick an address and the smart contract will by definition transfer the prize to the winner. The contract once deployed on blockchain cannot be changed by the administrator to maintain transparency and fairness. Keywords: Smart contract, lottery system, application of ethereum, blockchain technology.

Open access
Blockchain Technology in Education and Learning
Blockchain Technology Applications and Security
Information Retrieval and Data Mining
Original source
Apr 26, 2022¡Mathematics
17 cites
Stochastic Neural Networks-Based Algorithmic Trading for the Cryptocurrency Market

Vasu Kalariya, Pushpendra Parmar, Jay Patel, Sudeep Tanwar ¡ 8 authors

Throughout the history of modern finance, very few financial instruments have been as strikingly volatile as cryptocurrencies. The long-term prospects of cryptocurrencies remain uncertain; however, taking advantage of recent advances in neural networks and volatility, we show that the trading algorithms reinforced by short-term price predictions are bankable. Traditional trading algorithms and indicators are often based on mean reversal strategies that do not advantage price predictions. Furthermore, deterministic models cannot capture market volatility even after incorporating price predictions. Thus motivated by these issues, we integrate randomness in the price prediction models to simulate stochastic behavior. This paper proposes hybrid trading strategies that take advantage of the traditional mean reversal strategies alongside robust price predictions from stochastic neural networks. We trained stochastic neural networks to predict prices based on market data and social sentiment. The backtesting was conducted on three cryptocurrencies: Bitcoin, Ethereum, and Litecoin, for over 600 days from August 2017 to December 2019. We show that the proposed trading algorithms are better when compared to the traditional buy and hold strategy in terms of both stability and returns.

Open access
Stock Market Forecasting Methods
Financial Markets and Investment Strategies
Complex Systems and Time Series Analysis
Original source
Apr 25, 2022¡PAHTEI-Procedings of Azerbaijan High Technical Educational Institutions
2 cites
THE FUTURE OF DIGITAL CURRENCY

Neman Muradli Neman Muradli, Vafa Alizade Vafa Alizade

The Covid-19 crisis, or even the restrictions, quarantines, and lifestyle changes that it brought, occurred in the year 2020. Economic statistics mentioned the effects of the crisis. Stock exchanges around the world, for example, have experienced substantial collapses, leading in a drop in the value of various individuals' assets. During the Covid-19 crisis, this master's study attempts to understand the utility of cryptocurrencies for hedging and safe haven objectives. It's difficult to make consistent conclusions about the suitability of cryptocurrencies for hedging against financial market risks based on existing research. Previous results have varied greatly based on the model utilized, the time period, and the asset risk hedged. Usability for hedging purposes varies in general. In this study, we wrote an article based on the most popular cryptocurrencies in the world and their development mechanisms, history and other facts. The article also discusses the role and importance of cryptocurrencies as a means of payment in the future. Keywords: cryptocurrency, covid-19 crisis, bitcoin, ethereum, blockchain technology

Open access
Blockchain Technology Applications and Security
Market Dynamics and Volatility
COVID-19 Pandemic Impacts
Original source
Apr 25, 2022¡M/C Journal
7 cites
NFTs and Value

Francis Russell

Depending on your perspective, Non-Fungible Token (NFT) artworks are inaugurating an exciting new chapter in the history of art, or a dangerous new chapter in the history of online market bubbles. NFTs index artworks, and are typically strings of characters stored on a blockchain such as Ethereum. NFTs are not exclusively used to index artworks, and have been used to index a range of collectibles, but it is the sale of NFTs associated with artworks that has launched the phenomenon into public consciousness. Perhaps the most famous example of this is the digital artist Beeple’s sale of an NFT for the equivalent of $69 million (Krastrenakes). For some, such staggering prices suggest NFTs are poised to become the next Beanie Babies—i.e., commodities without utility that sell at vastly inflated prices. Despite such cynicism, some argue that NFTs have revolutionary technical import, such that they could overturn many common and unequal practices within the contemporary art market (Rennie et al.). Chief among these is the supposed disposability of digital artworks, which are viewed as difficult to sell, resell, and protect from piracy. Such issues are thought to be ameliorated by NFTs, since they function as a token that is understood to stand as a “definitive indicator of ownership” of digital artworks (Mackenzie and Bērziņa 2). Or, as Rachel O’Dwyer has summarised, NFT art auctions like the Ethereal Summit held in New York in 2018 allow individuals to bid for the “ownership and provenance details of the works of art encrypted in the Ethereum blockchain and represented by a token” (O’Dwyer). Unlike a more conventional artwork, such as a painting, NFT artworks typically take the form of JPEGs or GIFs, and therefore circulate the Internet widely, regardless of who owns the token that designates ownership. While reproductions and printed documentations of traditional artworks are commonplace—e.g., art gallery giftshops will often sell relatively low-cost posters of masterpieces like Picasso’s Guernica, or coffee table books showcasing the masterworks of influential movements like post-impressionism—there are obvious material differences between the reproduction and the original. In the case of the typically digital NFT artworks, this distinction does not apply. Accordingly, the academic and popular discussions that surround NFT artworks have reignited theoretical questions around the ontological status of artworks, and the source of their economic value. For some, the NFT market is a financial bubble and the prices attracted by particular NFT-linked artworks have no underlying value (BBC News). For others, the value of NFTs can be explained through an appeal to the value subjectively attributed to the image or animation by the purchaser (Nguyen), while for others the value of NFTs should be understood in terms of digital scarcity and provenance (Rennie et al.; Joselit) or as a technological means for artists to maintain a greater share of their artwork’s value (Kugler). While the NFT market is novel, and is worthy of study in terms of its specific technological and economic forms, this article will argue that NFTs can be placed in a longer history of the emergence of what Luc Boltanski and Arnauld Esquerre have called the “enrichment economy”. In their Enrichment: A Critique of Commodities, Boltanski and Esquerre argue that, since at least the last quarter of the twentieth century, a new site of valorisation has emerged in post-industrial economies. According to Boltanski and Esquerre, globalisation and deindustrialisation provoked many economies to embrace tourism, luxury good production, and the commodification of heritage and culture as new sites of extraction. As the viability of the mass production of commodities has receded, the production of unique commodities and transient yet “unforgettable” experiences have become more economically significant. For Boltanski and Esquerre, enrichment refers both to the often-discursive refining and redefining of existing commodities—such that they fetch greater prices—and a greater emphasis on an economy for those with disposable income—such as tourists, art collectors, and the wealthy more generally (3-4). Often, Boltanski and Esquerre argue, the enrichment economies of art and luxury tend to mine and exploit the “underlying substratum that is purely and simply the past” (2). For this reason, the enrichment economy requires the production of new forms of authenticity, “aura”, and belief, such that the overlooked or taken-for-granted objects of the past can be reframed as unique and worthy of investment or consumption. The interesting question, then, is not necessarily that of why someone would pay a large sum of money to own a piece of code on a blockchain, but, instead, that of how a particular piece of contemporary art or an NFT comes to be “enriched” with authenticity and aura. While a thoroughgoing discussion of this topic would require a longer piece, this article will nevertheless attempt to open up connections between art history, debates around the production of artistic value during and after Modernism, and the newly emerging NFT art market. While many have declared that NFTs are “disrupting the art market” (Tripathi)—supposedly evinced by the staggering growth of the NFT market, and emerging institutional recognition, such as ArtReview’s decision to place an NFT at the top of their Power 100 List for 2021—this article seeks to locate the NFT explosion within a slightly longer timeframe, one in which NFTs would feature as a continuation—albeit a non-linear one—rather than a disruption of ongoing cultural and economic logics. Value and Void Despite the incredulity that commonly meets NFT artworks, the contemporary art market similarly flaunts conventional understandings of aesthetic and economic value. While many would surely agree with journalist Amy Castor’s claim that “it’s hard to justify that a Bored Ape NFT is worth $300,000 based on the art” (quoted in Artnet), almost identical criticisms have been raised around the contemporary artist Maurizio Cattelan’s 2019 work Comedian. Released in an edition of three, Comedian consisted of a banana duct-taped to a wall, with two of the three selling for $120,000 each. As Sara Callahan puts it, works like Comedian reignited debates around “what makes something a high-priced artwork when another, seemingly identical, object is not?” (Callahan). While NFTs are reawakening interest in the question of artistic value, the financialisation of cheaply made and mass-produced artworks has a much longer history. Indeed, by the 1960s, a booming secondary art market that traded in increasingly expensive, yet cheap-to-produce avant-garde works—often requiring relatively small amounts of time and inexpensive materials—raised suspicions that art was becoming indistinguishable from more traditional financial assets. In response, in 1968 the influential art critic Leo Steinberg argued that, “avant-garde art, lately Americanized, is for the first time associated with big money. … Another decade, and we shall have mutual funds based on securities in the form of pictures held in bank vaults” (quoted in Beech 300). As Dave Beech has shown, in the ensuing period, “art’s relationship to finance capital has outstripped Steinberg’s worst fears” (Beech 301). By the 1980s, banks allowed individuals to borrow large sums of money against the value of their art collections, and investment in artworks became a normal practice of portfolio diversification (Beech 299–300). When interest rates are low, investments in productive capital offer low levels of liquidity, and international markets appear vulnerable to shocks, artworks—whether physical or in the form of an NFT—offer a means of hedging against future losses. Furthermore, in both the contemporary art market and the NFT market, purchases of artworks at inflated prices often allow an individual to prevent “the bottom from falling out of a market they have already invested in” (O’Dwyer). The fact that artworks could hold a value well in excess of the cost of the materials or labour time required to produce them, was not solely recognised by art collectors and investors. Instead, this period saw a great number of artists explicitly playing with the aporia that had emerged around art’s economic value—insofar as ready-made artworks could now fetch prices typically reserved for laboriously produced and unique masterpieces. Take, for example, Yves Klein’s project Zones of Immaterial Pictorial Sensibility, which he developed over the late 1950s and early 1960s. In these works, Klein offered collectors the opportunity to purchase a void or “immaterial zone” for varying quantities of gold, with “20 grams (3/4 ounce) of pure gold for the Zones of series no. 1, the least expensive, to 1,280 grams (27/8 pounds) for those of series no. 7, the most expensive” (Cras 24). In exchange for the gold, the void-owner would receive a receipt as proof of purchase. However, for the work to be completed, Klein requested that the receipt be burned by the collector, and in response Klein would throw half of the received gold into the river Seine (Cras 24). By destroying the proof of purchase, and by releasing some of the gold into the river, the collector would receive “the full authentic immaterial value of the work” (Klein quoted in Cras 24). We see some resemblances here between Klein’s Zones and NFTs—and here Klein is no exception, since, as Cras has documented, the 1960s were replete with artists experimenting with the production of artworks as novel financial assets. For Cras, it was a time in which “the problem of attaching a price to works of art and offering them for sale, traditionally considered to be external to creation in this domain, was now incorporated in artistic practice” (Cras 3). If artists were increasingly embracing the artwork’s status as an asset, and if the price of artworks became divorced

Open access
Art History and Market Analysis
Aesthetic Perception and Analysis
Cultural Industries and Urban Development
Original source
Apr 25, 2022¡Data Science and Management
33 cites
Effect of data resampling on feature importance in imbalanced blockchain data: comparison studies of resampling techniques

Ismail Alarab, Simant Prakoonwit

Cryptocurrency blockchain data encounter a class-imbalance problem due to only a few known labels of illicit or fraudulent activities in the blockchain network. For this purpose, we seek to compare various resampling methods applied to two highly imbalanced datasets derived from the blockchain of Bitcoin and Ethereum after further dimensionality reductions, which is different from previous studies on these datasets. Firstly, we study the performance of various classical supervised learning methods to classify illicit transactions or accounts on Bitcoin or Ethereum datasets, respectively. Consequently, we apply various resampling techniques to these datasets using the best performing learning algorithm on each of these datasets. Subsequently, we study the feature importance of the given models, wherein the resampled datasets directly influenced on the explainability of the model. Our main finding is that undersampling using the edited nearest-neighbour technique has attained an accuracy of more than 99% on the given datasets by removing the noisy data points from the whole dataset. Moreover, the best-performing learning algorithms have shown superior performance after feature reduction on these datasets in comparison to their original studies. The matchless contribution lies in discussing the effect of the data resampling on feature importance which is interconnected with explainable artificial intelligence (XAI) techniques.

Open access
Imbalanced Data Classification Techniques
Blockchain Technology Applications and Security
Electricity Theft Detection Techniques
Original source
Apr 25, 2022¡M/C Journal
10 cites
NFTs and Digital Art

Irina Lyubchenko

Introduction This article is concerned with the recent rise in popularity of crypto art, the term given to digital artworks whose ownership and provenance are confirmed with a non-fungible token (NFT), making it possible to sell these works within decentralised cryptocurrency art markets. The goal of this analysis is to trace a genealogy of crypto art to Dada, an avant-garde movement that originated in the early twentieth century. My claim is that Dadaism in crypto art appears in its exhausted form that is a result of its revival in the 1950s and 1960s by the Neo Dada that reached the current age through Pop Art. Dada’s anti-art project of rejecting beauty and aesthetics has transformed into commercial success in the Neo Dada Pop Art movement. In turn, Pop Art produced its crypto version that explores not only the question of what art is and is not, but also when art becomes money. In what follows, I will provide a brief overview of NFT art and its three categories that could generally be found within crypto marketplaces: native crypto art, non-digital art, and digital distributed-creativity art. Throughout, I will foreground the presence of Dadaism in these artworks and provide art historical context. NFTs: Brief Overview A major technological component that made NFTs possible was developed in 1991, when cryptographers Stuart Haber and W. Scott Stornetta proposed a method for time-stamping data contained in digital documents shared within a distributed network of users (99). This work laid the foundation for what became known as blockchain and was further implemented in the development of Bitcoin, a digital currency invented by Satoshi Nakamoto in 2008. The original non-fungible tokens, Coloured Coins, were created in 2012. By “colouring” or differentiating bitcoins, Coloured Coins were assigned special properties and had a value independent of the underlying Bitcoin, allowing their use as commodity certificates, alternative currencies, and other financial instruments (Assia et al.). In 2014, fuelled by a motivation to protect digital artists from unsanctioned distribution of their work while also enabling digital art sales, media artist Kevin McCoy and tech entrepreneur Anil Dash saw the potential of blockchain to satisfy their goals and developed what became to be known as NFTs. This overnight invention was a result of McCoy and Dash’s participation in the Seven on Seven annual New York City event, a one-day creative collaboration that challenged seven pairs of artists and engineers to “make something” (Rhizome). McCoy and Dash did not patent their invention, nor were they able to popularise it, mentally archiving it as a “footnote in internet history”. Ironically, just a couple of years later NFTs exploded into a billion-dollar market, living up to an ironic name of “monetized graphics” that the pair gave to their invention. Crypto art became an international sensation in March 2021, when a digital artist Mike Winklemann, known as Beeple, sold his digital collage titled Everydays: The First 5000 Days for US$69.3 million, prompting Noah Davis, a curator who assisted with the sale at the Christie’s auction house, to proclaim: “he showed us this collage, and that was my eureka moment when I knew this was going to be extremely important. It was just so monumental and so indicative of what NFTs can do” (Kastrenakes). As a technology, a non-fungible token can create digital scarcity in an otherwise infinitely replicable digital space. Contrary to fungible tokens, which are easily interchangeable due to having an equal value, non-fungible tokens represent unique items for which one cannot find an equivalent. That is why we rely on the fungibility of money to exchange non-fungible unique goods, such as art. Employing non-fungible tokens allows owning and exchanging digital items outside of the context in which they originated. Now, one can prove one’s possession of a digital skin from a videogame, for example, and sell it on digital markets using crypto currency (“Bible”). Behind the technology of NFTs lies the use of a cryptographic hash function, which converts a digital artwork of any file size into a fixed-length hash, called message digest (Dooley 179). It is impossible to revert the process and arrive at the original image, a quality of non-reversibility that makes the hash function a perfect tool for creating a digital representation of an artwork proofed from data tampering. The issued or minted NFT enters a blockchain, a distributed database that too relies on cryptographic properties to guarantee fidelity and security of data stored. Once the NFT becomes a part of the blockchain, its transaction history is permanently recorded and publicly available. Thus, the NFT simultaneously serves as a unique representation of the artwork and a digital proof of ownership. NFTs are traded in digital marketplaces, such as SuperRare, KnownOrigin, OpenSea, and Rarible, which rely on a blockchain to sustain their operations. An analysis of these markets’ inventory can be summarised by the following list of roughly grouped types of artistic works available for purchase: native crypto art, non-digital art, distributed creativity art. Native Crypto Art In this category, I include projects that motivated the creation of NFT protocols. Among these projects are the aforementioned Colored Coins, created in 2012. These were followed by issuing other visual creations native to the crypto-world, such as LarvaLabs’s CryptoPunks, a series of 10,000 algorithmically generated 8-bit-style pixelated digital avatars originally available for free to anyone with an Ethereum blockchain account, gaining a cult status among the collectors when they became rare sought-after items. On 13 February 2022, CryptoPunk #5822 was sold for roughly $24 million in Ethereum, beating the previous record for such an NFT, CryptoPunk #3100, sold for $7.58 million. CryptoPunks laid the foundation for other collectible personal profile projects, such Bored Ape Yacht Club and Cool Cats. One of the ultimate collections of crypto art that demonstrates the exhaustion of original Dada motivations is titled Monas, an NFT project made up of 5,000 programmatically generated versions of a pixelated Mona Lisa by Leonardo da Vinci (c. 1503-1506). Each Monas, according to the creators, is “a mix of Art, history, and references from iconic NFTs” (“Monas”). Monas are a potpourri of meme and pop culture, infused with inside jokes and utmost silliness. Monas invariably bring to mind the historic Dadaist gesture of challenging bourgeois tastes through defacing iconic art historical works, such as Marcel Duchamp’s treatment of Mona Lisa in L.H.O.O.Q. In 1919, Duchamp drew a moustache and a goatee on a reproduction of La Joconde, as the French called the painting, and inscribed “L.H.O.O.Q.” that when pronounced sounds like “Elle a chaud au cul”, a vulgar expression indicating sexual arousal of the subject. At the time of its creation, this Dada act was met with the utmost public contempt, as Mona Lisa was considered a sacred work of art and a patron of the arts, an almost religious symbol (Elger and Grosenick 82). Needless to say, the effect of Monas on public consciousness is far from causing disgust and, on the contrary, brings childish joy and giggles. As an NFT artist, Mankind, explains in his YouTube video on personal profile projects: “PFPs are built around what people enjoy. People enjoy memes, people enjoy status, people enjoy being a part of something bigger than themselves, the basic primary desire to mix digital with social and belong to a community”. Somehow, “being bigger than themselves” has come to involve collecting defaced images of Mona Lisa. Turning our attention to historical analysis will help trace this transformation of the Dada insult into a collectible NFT object. Dada and Its Legacy in Crypto Art Dada was founded in 1916 in Zurich, by Hugo Ball, Tristan Tzara, Hans Richter, and other artists who fled their homelands during the First World War (Hapgood and Rittner 63). One of Dada’s primary aspirations was to challenge the dominance of reason that brought about the tragedy of the First World War through attacking the postulates of culture this form of reason produced. Already in 1921, such artists as André Breton, Louis Aragon, and Max Ernst were becoming exhausted by Dada’s nihilist tendencies and rejection of all programmes for the arts, except for the one that called for the total freedom of expression. The movement was pronounced dead about May 1921, leaving no sense of regret since, in the words of Breton, “its omnipotence and its tyranny had made it intolerable” (205). An important event associated with Dada’s revival and the birth of the Neo Dada movement was the publication of The Dada Painters and Poets in 1951. This volume, the first collection of Dada writings in English and the most comprehensive anthology in any language, was introduced to the young artists at the New School by John Cage, who revived Tristan Tzara’s concept that “life is far more interesting” than art (Hapgood and Rittner 64). The 1950s were marked by a renewed interest in Dadaism that can also be evidenced in galleries and museums organising numerous exhibitions on the movement, such as Dada 1916 –1923 curated by Marcel Duchamp at the Sidney Janis Gallery in 1953. By the end of the decade, such artists as Jasper Johns and Robert Rauschenberg began exploring materials and techniques that can be attributed to Dadaism, which prompted the title of Neo Dada to describe this thematic return (Hapgood and Rittner 64). Among the artistic approaches that Neo Dada borrowed from Dada are Duchampian readymades that question the status of the art object, Kurt Schwitters’s collage technique of incorporating often banal scraps and pieces of the everyday, and the use of chance operations as a compositional device (Hapgood and Rittner 63–64). These approaches comprise the toolbox

Open access
Art History and Market Analysis
Original source
Apr 25, 2022¡M/C Journal
1 cites
Fungible

James Hall, Laura Glitsos, Jess Taylor

At its core the quality of being fungible is the quality of being interchangeable, more specifically interchangeable with its likeness. Our currencies, ergo our financial systems, ergo our ways of life have been underpinned by the stability that a $5 note is worth the same as every other $5 note. This is perhaps why the word fungible has never really spilled over into everyday usage: it has traditionally been a word for legal documents and economics texts. However, in the last couple of years the word fungible has made its way out of the lecture theatres of law classes and into the headlines of mainstream news services. On the back of a crypto currency boom it seemed only logical that markets that utilised this new form of wealth would emerge, the most prominent of these being the, at times lucrative, NFT (non-fungible token) market. Defining an NFT is problematic, because it is more about what it isn’t than what it is. People who have searched online looking for a definition will probably find an article or video that starts off with a semantic definition, e.g. it is a digital token with a unique signature making it unlike other tokens that are similar, which is then followed up by a spuriously comprehensible but ultimately ephemeral analogy. These definitions perhaps suffer by their ulterior motive of making NFTs sound more ground-breaking and more revolutionary than they are. If you were to say NFTs are like digital snowflakes, in that no two are the same, that might help, but it doesn’t add anything to their significance because whilst we may notionally find the idea interesting that no two snowflakes are the same, we ultimately don’t really care, and this doesn’t make any snowflake more important or valuable than any other. However, imagine a scenario in late capitalism where a certain configuration of snowflake has an exchange value greater than other configurations, or a scenario where a snowflake is worth more because Elon Musk once owned it. In practice, NFTs are comparable to digital receipts that give the owner exclusive access to a piece of data. This data maybe a small digital image, it might be a gif, it might be a high resolution digital artwork, it might be anything that can be stored digitally. The allure or uniqueness of these pieces of data lies in their non-fungibility. They are acquired through a crypto currency exchange (more often than not Ethereum, but not necessarily so) and as such are verified and secure, though it is worth noting that in 2021 crypto currency theft totalled A$4.5b and money lost to crypto scams totalled A$11b (Lane). There is an irony that emerges here in that the digital culture that has allowed the proliferation of fungible content has given rise to its own non-fungible counter-culture. It is as if the digital annihilation of Benjamin’s aura has been replaced by an 8-bit digital aura. Every $5 note may still have exactly the same value as another $5 note, and the actual Mona Lisa may be less beguiling now you can own it on a tote bag, but not every Bored Ape (an avatar comprised of a cartoon ape, generated by an algorithm) has the same value as another Bored Ape (see Bored Ape Yacht Club statistics). For example, less than 0.5% of generated Bored Apes have gold fur, making them more desirable, and all of a sudden it begins to feel like a familiar market with familiar characteristics of supply and demand. 2020 was a turbulent year, so it’s understandable that the seeds of some culturally significant trends were overlooked. Amongst these was the boom in the trading card market. This saw trading cards – those things kids buy in packs with their pocket money – become an investor industry. Sale prices skyrocketed during global pandemic lockdowns: for example, a LeBron James 2003-4 Upper Deck Exquisite Rookie Patch Autograph card (numbered 14/23) sold at Golden Auctions for US$1.84m; another version of the same card sold in April of 2021 for US$5.2m. This boom in the trading card market rolled over into the early adoption of NFT technology within the sports trading card market, a development that has been generally glossed over. Well before Beeple’s sale of Everydays: The First 5,000 Days (a collage of 5,000 digital artworks sold as an NFT) at Christie’s for slightly under US$70m (see Guardian), NFTs were breaking new ground in the sports card market in the form of NBA Top Shots (an official NBA product produced by Dapper Labs). When a person opens a digital pack of Top Shots they reveal “moments”, uniquely serial numbered highlight videos lasting a few seconds. Sales of NBA Top Shots totalled US$230m in 2020 (Young). There is perhaps little surprise in this early adoption of the investor/trading aspects of NFTs, given the crossover between pandemic-era sports card collectors and crypto currency speculators (Yahoo! Finance). Beyond these developments in NFT hobby collectibles, there has also been the development and gamification of NFT gambling in the form of horse-racing platforms like Zed Run. Zed Run allows users to race NFT horses in their virtual stable at the cost of a fee (payable in crypto currency), which is ostensibly a wager. Users can breed NFT horses with other NFT horses to create new NFT horses with unique characteristics, and then race them against other horses with comparable attributes. This platform, and ones like it, are playing a role in creating an unregulated gambling platform that operates on a global scale, at a time where many states in the USA are only years into a relaxed sports betting environment (in 2018 a Supreme Court ruling opened the door for all states to legalise sports betting; until that point sports betting was only legal in 4 states). It remains to be seen if the continued gamification of gambling will entrench itself further through means such as Zed Run, or if the practice will remain niche without the existence of a widely populated metasphere. It is clear that we are currently in the midst of a wave, potentially a flood, of NFT content, and a majority of this content exists as a variation of the theme “how to make money through NFTs”. NFTs are currently considered more for their potential profitability rather than their utility. The residue of this is that non-fungible markets seem to be replicating the traditional markets that they are notionally trying to subvert, and the practical uses of NFTs, e.g. as a solution to issues of digital ownership, are being overlooked. Perhaps this is the new manifestation of the neoliberal ideology, or perhaps it is the case in point that future generations will look back upon. Of course, there is an as yet generally unstated and significant point here, that what is being discussed is fungibility in terms of its non-ness. The mention of the term fungibility in a popular culture context immediately gives way to the consideration of the non-fungible, and the non-fungible is seemingly resolving itself, or at least can be understood, in the context of traditional wealth, with all of its fungible interchangeability. This issue of M/C Journal presents a range of insights and perspectives on this word that is increasingly flowing through discourses and practices. NFTs have a range of implications and a spectrum of potential uses depending on their context. But additionally, the usefulness of fungibility as a concept also comes into play here, as terminology traditionally shackled to other disciplines but increasingly pliable in the arts and humanities. This issue’s feature by Russell, “NFTs and Value”, meets some of the above issues head-on by immediately addressing the dichotomy of NFTs as the start of a new art format or NFTs as Western society’s most recent bubble market. Irrespective of these two positions there is an undeniable reality that these digital artefacts can potentially have real world wealth. Russell explores the potential underlying factors of this wealth and in turn what creates artistic wealth. Here a combination of factors such as the discourse around the work itself, or the place that work has in the context of Western art history are all considered as potential drivers of this new wave/bubble. Mason takes up the financial gains associated with some NFTs by examining the commodification of memes through the NFT format. In particular Mason considers the broader implications of this phenomenon outside of NFTs themselves by discussing the potential cultural and racial legacies at play. Mason’s work also notes the dominance of non-Black memes in the non-fungible market and the subsequent development of non-Black wealth that follows. Through this case study Mason touches upon an as of yet widely overlooked cultural implication of the non-fungible market, that of racial inequality and exploitation. In a different wing of the art world, Binns focusses on film, noting, after highlighting the significant ecological price and damage that comes with making transactions on prominent block chains, that the implications of NFTs on the film industry are still emerging. Despite the presence of some emerging marketplaces and vendors, the full utility of NFTs within the film industry remains untapped and unclear. Perhaps NFTs will supplement crowdfunding by offering exclusive memberships or perks (similar to the Bored Apes Yacht Club), or perhaps the fad will fade into the background without ever leaving an impression. In contrast, Robinson embraces the notion of fungibility as fungibility, stepping away from the contemporary discussion of “fungible” as being inherently “non-fungible” and looking at the interchangeability of identity and experience in online spaces. Through interviews Robinson considers how traditional notions of national and political identity are rendered fungible by digital spaces and how this aspect of fungibility manifests itself in invisibility, efficacy, and antagonism. This work is an important reminder of the suitability of fungible as a term in academic scholar

Open access
Art History and Market Analysis
FinTech, Crowdfunding, Digital Finance
Blockchain Technology Applications and Security
Original source
Apr 25, 2022¡M/C Journal
5 cites
No Free Tickets

Daniel Binns

Introduction 2021 was the year that NFTs got big—not just in value but also in terms of the cultural consciousness. When digital artist Beeple sold the portfolio of his 5,000 daily images at Christie’s for US$69 million, the art world was left intrigued, confused, and outraged in equal measure. Depending on who you asked, non-fungible tokens (NFTs) seemed to be either a quick cash-grab or the future of the art market (Bowden and Jones; Smee). Following the Beeple sale, articles started to appear indicating that the film industry was abuzz for NFTs. Independent filmmaker Kevin Smith was quick to announce that he planned to release his horror film Killroy Was Here as an NFT (Alexander); in September 2021 the James Bond film No Time to Die also unveiled a series of collectibles to coincide with the film’s much-delayed theatrical release (Natalee); the distribution and collectible platforms Vuele, NFT Studios, and Mogul Productions all emerged, and the industry rumour mill suggests more start-ups are en route (CurrencyWorks; NFT Studios; NewsBTC). Blockchain disciples say that the technology will solve all the problems of the Internet (Tewari; Norton; European Business Review); critics say it will only perpetuate existing accessibility and equality issues (Davis and Flatow; Klein). Those more circumspect will doubtless sit back until the dust settles, waiting to see what parts of so-called web3 will be genuinely integrated into the architecture of the Internet. Pamela Hutchinson puts it neatly in terms of the arts sector: “the NFT may revolutionise the art market, film funding and distribution. Or it might be an ecological disaster and a financial bubble, in which few actual movies change hands, and fraudsters get rich from other people’s intellectual property” (Hutchinson). There is an uptick in the literature around NFTs and blockchain (see Quiniou; Gayvoronskaya & Meinel); however, the technology remains unregulated and unstandardised (Yeung 212-14; Dimitropoulos 112-13). Similarly, the sheer amount of funding being put into fundamental technical, data, and security-related issues speaks volumes to the nascency of the space (Ossinger; Livni; Gayvoronskaya & Meinel 52-6). Put very briefly, NFTs are part of a given blockchain system; think of them, like cryptocurrency coins, as “units of value” within that system (Roose). NFTs were initially rolled out on Ethereum, though several other blockchains have now implemented their own NFT frameworks. NFTs are usually not the artwork itself, but rather a unique, un-copyable (hence, non-fungible) piece of code that is attached, linked, or connected to another digital file, be that an image, video, text, or something else entirely. NFTs are often referred to as a digital artwork’s “certificate of authenticity” (Roose). At the time of writing, it remains to be seen how widely blockchain and NFT technology will be implemented across the entertainment industries. However, this article aims to outline the current state of implementation in the film trade specifically, and to attempt to sort true potential from the hype. Beginning with an overview of the core issues around blockchain and NFTs as they apply to film properties and adjacent products, current implementations of the technology are outlined, before finishing with a hesitant glimpse into the potential future applications. The Issues and Conversation At the core of current conversations around blockchain are three topics: intellectual property and ownership, concentrations of power and control, and environmental impact. To this I would like to add a consideration of social capital, which I begin with briefly here. Both the film industry and “crypto” — if we take the latter to encompass the various facets of so-called ‘web3’ — are engines of social capital. In the case of cinema, its products are commodified and passed through a model that begins with exclusivity (theatrical release) before progressing to mass availability (home media, streaming). The cinematic object, i.e., an individual copy of a film, is, by virtue of its origins as a mass product of the twentieth century, fungible. The film is captured, copied, stored, distributed, and shared. The film-industrial model has always relied on social phenomena, word of mouth, critical discourse, and latterly on buzz across digital social media platforms. This is perhaps as distinct from fine art, where — at least for dealers — the content of the piece does not necessarily matter so much as verification of ownership and provenance. Similarly, web3, with its decentralised and often-anonymised processes, relies on a kind of social activity, or at least a recorded interaction wherein the chain is stamped and each iteration is updated across the system. Even without the current hype, web3 still relies a great deal on discourse, sharing, and community, particularly as it flattens the existing hierarchies of the Internet that linger from Web 2.0. In terms of NFTs, blockchain systems attach scarcity and uniqueness to digital objects. For now, that scarcity and uniqueness is resulting in financial value, though as Jonathan Beller argues the notion of value could — or perhaps should — be reconsidered as blockchain technology, and especially cryptocurrencies, evolve (Beller 217). Regardless, NFT advocates maintain that this is the future of all online activity. To questions of copyright, the structures of blockchain do permit some level of certainty around where a given piece of intellectual property emerged. This is particularly useful where there are transnational differences in recognition of copyright law, such as in France, for instance (Quiniou 112-13). The Berne Convention stipulates that “the subsistence of copyright does not rest on the compliance with formal requirements: rights will exist if the work meets the requirements for protection set out by national law and treaties” (Guadamuz 1373). However, there are still no legal structures underpinning even the most transparent of transactions, when an originator goes out of their way to transfer rights to the buyer of the accompanying NFT. The minimum requirement — even courtesy — for the assignment of rights is the identification of the work itself; as Guadamuz notes, this is tricky for NFTs as they are written in code (1374). The blockchain’s openness and transparency are its key benefits, but until the code can explicitly include (or concretely and permanently reference) the ‘content’ of an NFT, its utility as a system of ownership is questionable. Decentralisation, too, is raised consistently as a key positive characteristic of blockchain technology. Despite the energy required for this decentralisation (addressed shortly), it is true that, at least in its base code, blockchain is a technology with no centralised source of truth or verification. Instead, such verification is performed by every node on the chain. On the surface, for the film industry, this might mean modes of financing, rights management, and distribution chains that are not beholden to multinational media conglomerates, streamers like Netflix, niche intermediaries, or legacy studios. The result here would be a flattening of the terrain: breaking down studio and corporate gatekeeping in favour of a more democratised creative landscape. Creators and creative teams would work peer-to-peer, paying, contracting, servicing, and distribution via the blockchain, with iron-clad, publicly accessible tracking of transactions and ownership. The alternative, though, is that the same imbalances persist, just in a different form: this is outlined in the next section. As Hunter Vaughan writes, the film industry’s environmental impact has long been under-examined. Its practices are diverse, distributed, and hard to quantify. Cinematic images, Vaughan writes, “do not come from nothing, and they do not vanish into the air: they have always been generated by the earth and sun, by fossil fuels and chemical reactions, and our enjoyment of them has material consequences” (3). We believe that by watching a “green” film like Avatar we are doing good, but it implicates us in the dirty secret, an issue of “ignorance and of voluntary psychosis” where “we do not see who we are harming or how these practices are affecting the environment, and we routinely agree to accept the virtual as real” (5). Beyond questions of implication and eco-material conceptualisation, however, there are stark facts. In the 1920s, the Kodak Park Plant in New York drew 12 million gallons of water from Lake Ontario each day to produce film stock. As the twentieth century came to a close, this amount — for a single film plant — had grown to 35-53 million gallons per day. The waste water was perfunctorily “cleaned” and then dumped into surrounding rivers (72-3). This was just one plant, and one part of the filmmaking process. With the shift to digital, this cost might now be calculated in the extraction of precious metals used to make contemporary cameras, computers, or storage devices. Regardless, extrapolate outwards to a global film industry and one quickly realises the impact is almost beyond comprehension. Considering — let alone calculating — the carbon footprint of blockchain requires outlining some fundamentals of the technology. The two primary architectures of blockchain are Proof of Work (PoW) and Proof of Stake (PoS), both of which denote methods of adding and verifying new blocks to a chain. PoW was the first model, employed by Bitcoin and the first iteration of Ethereum. In a PoW model, each new block has a specific cryptographic hash. To confirm the new block, crypto miners use their systems to generate a target hash that is less than or equal to that of the block. The systems process these calculations quickly, as the goal is to be “the first miner with the target hash because that miner is the one who can update the blockchain and receive crypto rewards” (Daly). The race for

Open access
Blockchain Technology Applications and Security
FinTech, Crowdfunding, Digital Finance
Original source
Apr 25, 2022¡M/C Journal
11 cites
Diminishing Dreams

Ian Rogers, Dave Carter, Benjamin A. Morgan, Anna Edgington

Introduction In a 2019 report for the International Journal of Communication, Baym et al. positioned distributed blockchain ledger technology, and what would subsequently be referred to as Web3, as a convening technology. Riffing off Barnett, a convening technology “initiates and serves as the focus of a conversation that can address issues far beyond what it may ultimately be able to address itself” (403). The case studies for the Baym et al. research—early, aspirant projects applying the blockchain concept to music publishing and distribution—are described in the piece as speculations or provocations concerning music’s commercial and social future. What is convened in this era (pre-2017 blockchain music discourse and practice) is the potential for change: a type of widespread, broadly discussed, reimagination of the 21st-century music industries, productive precisely because near-future applications suggest the realisation of what Baym et al. call dreams. In this article, we aim to examine the Web3 music field as it lies some years later. Taking the latter half of 2021 as our subject, we present a survey of where music then resided within Web3, focussing on how the dreams of Baym et al. have morphed and evolved, and materialised and declined, in the intervening years. By investigating the discourse and functionality of 2021’s current crop of music NFTs—just one thread of music Web3’s far-reaching aspiration, but a potent and accessible manifestation nonetheless—we can make a detailed analysis of concept-led application. Volatility remains throughout the broader sector, and all of the projects listed here could be read as conditionally short-term and untested, but what they represent is a series of clearly evolved case studies of the dream, rich precisely because of what is assumed and disregarded. WTF Is an NFT? Non-fungible tokens inscribe indelible, unique ledger entries on a blockchain, detailing ownership of, or rights associated with, assets that exist off-chain. Many NFTs take the form of an ERC-721 smart-contract that functions as an indivisible token on the Ethereum blockchain. Although all ERC-721 tokens are NFTs, the inverse is not true. Similar standards exist on other blockchains, and bridges allow these tokens to be created on alternative networks such as Polygon, Solana, WAX, Cardano and Tezos. The creation (minting) and transfer of ownership on the Ethereum network—by far the dominant chain—comes with a significant and volatile transaction cost, by way of gas fees. Thus, even a “free” transaction on the main NFT network requires a currency and time investment that far outweighs the everyday routines of fiat exchange. On a technical level, the original proposal for the ERC-721 standard refers to NFTs as deeds intended to represent ownership of digital and physical assets like houses, virtual collectibles, and negative value assets such as loans (Entriken et al.). The details of these assets can be encoded as metadata, such as the name and description of the asset including a URI that typically points to either a file somewhere on the Internet or a file hosted via IPFS, a decentralised peer-to-peer hosting network. As noted in the standard, while the data inscribed on-chain are immutable, the asset being referred to is not. Similarly, while each NFT is unique, multiple NFTs could, in theory, point to a single asset. In this respect ERC-721 tokens are different from cryptocurrencies and other tokens like stable-coins in that their value is often contingent on their accurate and ongoing association with assets outside of the blockchain on which they are traded. Further complicating matters, it is often unclear if and how NFTs confer ownership of digital assets with respect to legislative or common law. NFTs rarely include any information relating to licencing or rights transfer, and high-profile NFTs such as Bored Ape Yacht Club appear to be governed by licencing terms held off-chain (Bored Ape Yacht Club). Finally, while it is possible to inscribe any kind of data, including audio, into an NFT, the ERC-721 standard and the underpinning blockchains were not designed to host multimedia content. At the time of writing, storing even a low-bandwidth stereo audio file on the ethereum network appears cost-prohibitive. This presents a challenge for how music NFTs distinguish themselves in a marketplace dominated by visual works. The following sections of this article are divided into what we consider to be the general use cases for NFTs within music in 2021. We’ve designated three overlapping cases: audience investment, music ownership, and audience and business services. Audience Investment Significant discourse around NFTs focusses on digital collectibles and artwork that are conceptually, but not functionally, unique. Huge amounts of money have changed hands for specific—often celebrity brand-led—creations, resulting in media cycles of hype and derision. The high value of these NFTs has been variously ascribed to their high novelty value, scarcity, the adoption of NFTs as speculative assets by investors, and the lack of regulatory oversight allowing for price inflation via practices such as wash-trading (Madeline; Das et al.; Cong et al.; Le Pennec, Fielder, and Ante; Fazil, Owfi, and Taesiri). We see here the initial traditional split of discourse around cultural activity within a new medium: dual narratives of utopianism and dystopianism. Regardless of the discursive frame, activity has grown steadily since stories reporting the failure of Blockchain to deliver on its hype began appearing in 2017 (Ellul). Early coverage around blockchain, music, and NFTs echoes this capacity to leverage artificial scarcity via the creation of unique digital assets (cf Heap; Tomaino). As NFTs have developed, this discourse has become more nuanced, arguing that creators are now able to exploit both ownership and abundance. However, for the most part, music NFTs have essentially adopted the form of digital artworks and collectibles in editions ranging from 1:1 or 1:1000+. Grimes’s February 2021 Mars NFT pointed to a 32-second rotating animation of a sword-wielding cherubim above the planet Mars, accompanied by a musical cue (Grimes). Mars sold 388 NFTs for a reported fixed price of $7.5k each, grossing $2,910,000 at time of minting. By contrast, electronic artists Steve Aoki and Don Diablo have both released 1:1 NFT editions that have been auctioned via Sotheby’s, Superrare, and Nifty Gateway. Interestingly, these works have been bundled with physical goods; Diablo’s Destination Hexagonia, which sold for 600 Eth or approximately US$1.2 million at the time of sale, proffered ownership of a bespoke one-hour film hosted online, along with “a unique hand-crafted box, which includes a hard drive that contains the only copy of the high-quality file of the film” (Diablo). Aoki’s Hairy was much less elaborate but still promised to provide the winner of the $888,888 auction with a copy of the 35-second video of a fur-covered face shaking in time to downbeat electronica as an Infinite Objects video print (Aoki). In the first half of 2021, similar projects from high-profile artists including Deadmau5, The Weekend, Snoop Dogg, Eminem, Blondie, and 3Lau have generated an extraordinary amount of money leading to a significant, and understandable, appetite from musicians wanting to engage in this marketplace. Many of these artists and the platforms that have enabled their sales have lauded the potential for NFTs to address an alleged poor remuneration of artists from streaming and/or bypassing “industry middlemen” (cf. Sounds.xyz); the millions of dollars generated by sales of these NFTs presents a compelling case for exploring these new markets irrespective of risk and volatility. However, other artists have expressed reservations and/or received pushback on entry into the NFT marketplace due to concerns over the environmental impact of NFTs; volatility; and a perception of NFT markets as Ponzi schemes (Poleg), insecure (Goodin), exploitative (Purtill), or scammy (Dash). As of late 2021, increased reportage began to highlight unauthorised or fraudulent NFT minting (cf. TFL; Stephen), including in music (Newstead). However, the number of contested NFTs remains marginal in comparison to the volume of exchange that occurs in the space daily. OpenSea alone oversaw over US$2.5 billion worth of transactions per month. For the most part, online NFT marketplaces like OpenSea and Solanart oversee the exchange of products on terms not dissimilar to other large online retailers; the space is still resolutely emergent and there is much debate about what products, including recently delisted pro-Nazi and Alt-Right-related NFTs, are socially and commercially acceptable (cf. Pearson; Redman). Further, there are signs this trend may impact on both the willingness and capacity of rightsholders to engage with NFTs, particularly where official offerings are competing with extant fraudulent or illegitimate ones. Despite this, at the time of writing the NFT market as a whole does not appear prone to this type of obstruction. What remains complicated is the contested relationship between NFTs, copyrights, and ownership of the assets they represent. This is further complicated by tension between the claims of blockchain’s independence from existing regulatory structures, and the actual legal recourse available to music rights holders. Music Rights and Ownership Baym et al. note that addressing the problems of rights management and metadata is one of the important discussions around music convened by early blockchain projects. While they posit that “our point is not whether blockchain can or can’t fix the problems the music industries face” (403), for some professionals, the blockchain’s promise of eliminating the need for trust seemed to provide an ideal solution to a widely acknowledged business-to-business problem: one of poor metadata leading

Open access
Diverse Musicological Studies
Copyright and Intellectual Property
Music History and Culture
Original source
Apr 25, 2022¡M/C Journal
1 cites
Considering Meme-Based Non-Fungible Tokens’ Racial Implications

Myles W. Mason

Staples of early United States Internet meme culture were sold via digital auctions for cryptocurrency (except one, which was sold for cash) throughout 2021. Through these transactions, Internet memes, or “the linguistic, image, audio, and video texts created, circulated, and transformed by countless cultural participants across vast networks and collectives” (Milner 1), were “minted” as non-fungible tokens—a marker within cryptocurrency economy that denotes the level of originality or irreplaceability of an (often digital) artifact (Wired). Early 2021 saw Internet memes (memes, hereafter) and non-fungible tokens (NFTs, hereafter) articulated to one another when a series of trades ignited a “buying frenzy”. In February 2021, the original animation file of the Nyan Cat meme (a rendering of a flying cat with a Pop-Tart body) was sold for 300 Ethereum, or US$600,000 (Griffith; Kay); in April 2021, the original photo file of the Disaster Girl meme (an image of a smiling child in front of a burning home) sold for 180 ETH, or nearly US$500,000 (BBC News); in May 2021, the original video file of the viral YouTube video “Charlie Bit My Finger” (wherein an infant bites the finger of their older sibling with glee) was sold for US$760,999, but no cryptocurrency was exchanged for this auction (Evans); in June 2021, the original image of the Shiba Inu who became Doge (image of a dog looking contemplative, often with text around the dog’s face) was sold for a record-breaking (for memes) 1,696.9 ETH, or US$4 million (Rosenblatt). Other notable memes were sold around this time, such as Bad Luck Brian (an unflattering school picture of a teenager who became synonymous with embarrassing social situations), Overly Attached Girlfriend (wide-eyed teenager who was portrayed as obsessive over their significant other), and Success Kid (an infant clenching their fist with a sense of achievement), but for lower prices (Wired; Dash; Gallagher). All the memes sold during this frenzy feature either animals or white individuals, and none of the creators or subjects of the original files are Black. That said, mainstream Internet culture, specifically within the United States, is predicated upon the Othering and exploitation of Black cultural production (Brock 97, 124; Benjamin). The fungible constitution of US Black culture is replete within digital cultures, from contemporary discussions of digital blackface in white use of memes featuring Black folks to express emotion (J.L. Green; Jackson, “Digital Blackface”, White Negroes) and/or using imagery featuring Black folks without permission (J.L. Green; Nakamura; Matamoros-Fernández). The advent of meme-based NFTs, however, offers new areas of inquiry into the triangulation of race, fungibility, and US digital cultures. I approach this cultural phenomenon with two general queries: What cultural and racial legacies of non/fungibility are present in the dynamics of memes becoming NFTs? What are the implications in digital media and US culture? Fungibility and Black Cultural Production As this issue explores, fungibility is a quality of interchangeable, performing persons or objects, but a turn to US Afro-pessimism illustrates how fungibility is a central quality to racialisation. (Continental African scholars coined Afro-pessimism, and its original formulation was markedly different from the US counterpart, which emerged with little to no engagement with the existing African canon. Afropessimism 1.0, as Greg Thomas names it, focusses on the postcolonial economic conditions across the continent. Importantly, there is an undergirding optimism, “the urge to positive social change”, to the inquiries into the poverty, colonial extractivism, and more; Amrah qtd. in Thomas 283; Rieff; de B’béri and Louw.) Fungibility, in US-borne Afro-pessimist literature, is used to describe (1) a major tenet of slavery wherein Black bodies are treated as interchangeable objects rather than human actors, and (2) how the afterlife of slavery continues to structure everyday experiences for Black folks (Bilge; Hartman; Wilderson, III et al.). US Afro-pessimism argues that slavery instantiated an ontological structure that articulates humanity as irreconcilable with Blackness and further articulates whiteness as for what (or whom) the Black body performs and labours (Bilge; Douglass et al.; Wilderson, III and Soong). Within the US, the fungibility of the Black body means it is always already vulnerable to and violable by “the whims of the [non-Black] world” (Wilderson, III 56; see also: Hartman; Lindsey). Indeed, Wilderson, building off Hartman, asserts, “the violence-induced fungibility of Blackness allows for its appropriation by White psyches as ‘property of enjoyment’” (89). The fungibility of Blackness aides in white “transpos[ition of Black] cultural gestures, the stuff of symbolic intervention onto another worldly good, a commodity of style” (Wilderson, III 56). This expropriation of Black digital “imaginative labour” by US white mainstream culture is part and parcel to Internet practices (Iloh; Lockett; Jackson). bell hooks argues white US mainstream culture treats Black cultural production as the “spice, [the] seasoning that can liven up the dull dish that is mainstream white culture” (21). By the same token, US white mainstream culture “desire[s] … sustained ‘labor’ … of a dark Other” that seeks to contiunously exploit fungible Black production (31). The constitutive fungibility of Blackness enriches, even if just affectively, the non-fungibility of whiteness; this parasitic relationship has extended to digital culture, with white actors extracting Black meme culture. Internet memes, until the advent of NFTs, did not necessarily provide monetary gain for the creators or original owners. For example, the creator of the iconic phrase “on fleek”, Kayla Newman (aka Peaches Monroee) is regularly discussed when considering the exploitation of Black digital culture (Parham; Maguire; Hazlehurst). The term came from a Vine of Newman hyping herself up in the front-facing camera of her smartphone—“We in this bitch! Finna get crunk. Eyebrows on fleek. Da fuq”—and quickly went viral. Maguire’s insightful analysis of Newman’s viral fame underscores the exploitation and appropriation of Black girl cultural production within the US. Maguire turns toward the legal intricacies of copyright and property as Newman sought ownership of her iconic phrase; however, Vats’s work on the legal rhetorics of intellectual property note its racial exclusivity in the US. (Moreton-Robinson traces similar white supremacist ownership within Australian contexts.) Meaning, only white actors benefit from such legal rhetorics. These forbearances point to the larger cultural legacies of fungibility that alienate Black bodies from their cultural production. US Black digital culture is alienated from the individuals who perform the imaginative labour that benefits and enriches whiteness (Wilderson, III; hooks). The legacies of mass enslavement fundamentally structured the capital and libidinal economies of US culture (Wilderson, III et al.; Spillers; Brock), therefore it stands to reason, like other forms of hegemonic ideologies, that such structuring logics of anti-Blackness are foundational to digital US culture (Benjamin; Brock; Towns; Matamoros-Fernández). Iloh, Williams, and Michele Jackson separately argue that the foundation of mainstream US Internet culture is indebted to the labour of Black users. However, as Brock argues, US Internet culture is a medium by which whiteness marks itself as the default even though Black labour, individuals, and culture are regularly exploited to perpetuate white engagement. Jackson specifically notes that the white performance of US Black culture “financially, artistically, socially, and intellectually” rewards white and other non-Black actors for demonstrating their understanding of Black cultural productions (Jackson, White Negroes 5; see also: hooks; Nakamura). Black individuals are not (fairly) compensated for this labour, even as white individuals gain clout. Newman’s term “on fleek” became a staple of US Vine and broader Internet culture, spawning a hashtag (#EyebrowsOnFleek) and being featured in multiple brand commercials (Maguire). Newman notes that she did not consider trademarking the term because she did not realise how quickly it would spread, allowing corporations and other actors to capitalise on her term free of charge (Hazlehurst; Maguire). Usage of the term became a signpost of the in-crowd within US millennial popular culture (Maguire). However, when Newman later launched a hair extensions company utilising her phrase (On Fleek Hair Extensions), she was resoundingly criticised. During a GoFundMe campaign to jumpstart the business, white digital actors accused Newman of milking her fame (Parham; Hazlehurst; Maguire). Mainstream digital actors forbade Newman’s ownership of her own labour after exploiting her creation throughout its popularity, marking her imaginative labour as fungible. These cultural dynamics exemplify of how anti-Blackness proliferates US digital culture, marking Black cultural labour as fungible and as the (shared) property of white actors. Whiteness regularly dichotomises itself against Blackness, needing the denigration and de-humanisation of Blackness to constitute whiteness’s perceived racial superiority (Wilderson, III et al.; Hartman; Thomas). Since Blackness has been constituted as fungible, alienating the labouring bodies from their production, whiteness (implicitly) constitutes itself as non-fungible. Thus, under this paradigm, white actors, their bodies, and their (property’s) cultural production are constituted as non-fungible, as the foil to fungible Blackness. Of course, anti-Blackness uses fungibility as a means of enriching whiteness, first evidenced by the logics of the Atlantic Slave Trade and extending throughout contemporary US culture. Newman’s ico

Open access
Digital Games and Media
Digital Communication and Language
Humor Studies and Applications
Original source
Apr 25, 2022¡NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium
19 cites
Self-sovereign Identity Management Framework using Smart Contracts

Komal Gilani, Fariba Ghaffari, E. Bertin, NoĂŤl Crespi

In centralized infrastructures, users are not capable of authenticating themselves, in identity management systems, beyond their application’s domain. Users are forced to trust their service providers for identification and data management. Such solutions have experienced large-scale data breaches and are cumbersome for users to remember the credentials for multiple sites. Furthermore, users have very little control over their data. The concept of decentralized identity has raised the possibility of better managing these concerns. It allows users to share only the relevant part of their personal information with a service provider to verify their digital identity. We propose OrgID, a decentralized identity and user-centric data management platform including identity registration and authorization procedures. Our approach supports self-sovereign identity architecture leveraged by blockchain. This method consists of a one-time proof-verification mechanism that facilitates the secure access and credibility of digital information. Moreover, users can maintain their identities associated with specific attributes and rely on a proof mechanism using smart contracts. It deploys a platform where user registration and authorization no longer involve a central service provider. We implemented the proposed solution using smart contracts on a private Ethereum blockchain. We further analyzed the performance of these processes regarding the system’s scalability to evaluate how they manage latency and the number of users. The results state that the system is highly scalable to manage a large number of users and the system’s latency is adjustable based on the application needs.

Open access
Blockchain Technology Applications and Security
Privacy, Security, and Data Protection
Cryptography and Data Security
Original source
Apr 25, 2022¡M/C Journal
3 cites
Situating Conceptuality in Non-Fungible Token Art

Shaun Wilson

Introduction The proliferation of non-fungible tokens has transformed cryptocurrency artefacts into a legitimised art form now considered in mainstream art collecting as an emerging high-yield commodity based on scarcity. As photography was debated “of being art” in the late 19th century, video art in the 1960s, virtual reality in the 1990s, and augmented reality in the 2010s, NFT art is the next medium of artwork tied to emergent cultural forms. From the concept of “introducing scarcity from born-digital assets for the first time ever, NFTs or crypto or digital collectibles, as they are also referred to, have already shown glimpses of their potential'” (Valeonti et al. 1). Yet for NFT art, “numerous misconceptions still exist that are partly caused by the complexity of the technology and partly by the existence of many blockchain variants” (Treiblmaier 2). As the discussion of NFT art is still centred on questions of justifying the legitimacy of the medium and its financial trading, critical analysis outside of these key points is still limited to blogs and online articles as the mainstay of debate. To distance NFTs from a common assumption that they are in some form or another a populous digital fad, cryptocurrencies are intended primarily as currencies, even if they maintain some asset-like properties (Baur et al.). In a broader sense, NFTs have positioned digital art as a collectable staple as “the most common types are collectibles and artworks, objects in virtual worlds, and digitalised characters from sports and other games” (Dowling). As a point of origin "NFTs were originally developed using the Ethereum blockchain, [while] many other blockchain networks now facilitate trade and exchange of NFTs” (Wilson et al.). “Given NFTs link to underlying assets that are unique in some way and cannot be exchanged like for like” (Bowden and Jones), this article will consider how artists respond to this uniqueness, which separates the art as simply trading an artefact on a crypto platform, to instead consider a different approach that attests to legitimising the medium as a conceptual space. The concept of NFTs was first introduced in 2012 with Bitcoin’s “Colored Coins”, which referred to tokens that represent any type of physical asset “such as real estate properties, cars and bonds” (Rosenfeld). To that end, the origins of NFTs, as we know, attach themselves to rarities, much the same as any other luxury trading artefact. But where NFTs differ is, as a system, in the non-fungibility of their agency and, as an artefact, the singularity of their rarity and uniqueness. As an example in art, consider a Van Gogh painting where its rarity sustains its value, as there are only a certain number of Van Gogh paintings in circulation. Thus, the value of a Van Gogh painting in the domain of rarity is determined by its metadata with attention to the verification of the authenticity of the artefact and, among others, its subsequent details of the year it was painted. NFTs work along with the same premise: both the Van Gogh painting’s data and an NFT are non-fungible because they cannot be forged, but the painting is fungible because it can be forged. From here, there are two components to associate with NFT art. The first is the NFT, which is the data of a digital token registered on a blockchain. The second is the artefact associated with the NFT, which we know as NFT art. But the system by which NFTs exists as a blockchain is different from, say, buying shares listed in a stock market. Therefore, to find a conceptuality in NFT art, the idea of an NFT artwork as a singular tradable commodity needs to be rethought as not the artefact per se, but the effect of the condition brought about by a combination of the artefact, the currency, and nature of its transaction system. To think of these key points as an independent singularity dismantles any sense of a conceptual framework by which NFT art can exist beyond its form. As McLoughlin argues, “unlike the commercial gallery business model, NFTs are designed to cut out the need for art dealers, enabling artists to trade directly online, typically via specialist auction sites” (McLoughlin). With regards to the GLAM sector, the conceptuality of this disruption positions both the born-digital artefact and the system of trading of the artefact as inextricably linked together. Yet the way this link is considered, even by galleries and curators alike, invites further attention to see NFT art not as a fad, but as a beginning of an entirely new system of the digital genre. Background From an aesthetics perspective, recent hostility surrounding the acceptance of NFT art within the establishment has predictably taken issue with the low-brow nature of mainstream avatar-oriented NFT art; for example, Bored Ape Yacht Club and Cryptopunks not surprisingly have been at odds with “proper” art. More so, other artists who have used blockchain in their practice, including Kevin McCoy, Mitchel F. Chan, and Rhea Myers, contributed to early crypto art especially in the 2010s to be inclusive of the proliferation of NFT art as a fine arts medium. Yet despite these contributions, the polarising of NFT art within the art world, as Widdington asserts, has accounted for assumptions that NFT art is identified as being of populous kitsch, lowbrow images, where contemporary art is in opposition to the critique it subjectifies itself against. The art establishment’s disdain towards the aesthetics of NFTs is historically predictable. Early NFT art focussed on pop culture references that have significance within the crypto community (Pepe memes, collectible CryptoKitties), and similarly, in the 1980s, Jeff Koons forced the world of “high art” to confront and accept his works rejoicing in pop culture (Michael Jackson, Pink Panther; Widdington). A key point from Widdington’s claim can be attested for other art that came before Postmodernism, linked firmly to artists using identifiers as part of their studio practice. Moreover, the tying of artwork to a non-fungible identifier is not new. Sol LeWitt's Wall Drawing #793B Certificate (LeWitt) compounded his manifesto that “the idea becomes a machine that makes the art” (LeWitt). By adopting the practice that each of his artworks was accompanied by an authenticity certificate, where the identification code forced a fungible asset to be associated with a unique non-fungible asset, it is the ownership of a certificate of authenticity, or a smart contract on the blockchain in the case of an NFT, that makes the artist’s work unique and therein valuable (Widdington). The scarcity of born-digital assets drives demand for collecting NFT art and joins a financial aspect tied to the process of buying and selling crypto assets. This is obviously different from a crypto conceptuality which exists outside the process and thereby manifests in the idea of what intersects the process, and, in the case of NFT artworks, the subject of the image being traded. Just as LeWitt’s certificate of ownership was thought to raise questions about authenticity and uniqueness through abstract thinking, the concept of art derived from NFT art is fundamentally no different. Both use non-fungibility as a condition of their agency to first address what can be copied and what remains as unique. Second, the mechanism of a ledger that, for NFTs, is blockchain and, for a certificate of authenticity, is the assigned number of the unique identifier, regulates scarcity by using a system to define uniqueness. Adopting this manifesto invites a different way to consider NFT art when the main conversation about NFT art in popular journalism or blogging is a narrow discussion either about the legitimacy of NFTs as an authentic financial stock or about the amount of money they transact in collecting the artefacts. One such conceptuality is in the recent NFT artwork of Damien Hirst. NFT Art Damien Hirst’s The Currency “is composed of 10,000 NFTs linked to 10,000 individual spot paintings on paper” (Hawkins) which are inclusive of added security devices within the paper itself to make the physical asset unique. The purchaser can decide if they would like to own the NFT “or ... keep the physical work and relinquish rights to the blockchain-based artwork” (Goldstein). Perspectives of the project, despite the fact that “Hirst has become a renewed critical target in the left and left-liberal media” (White 197) for his NFT project, not to mention being lamented as “Thatcher’s Warhol” (Lemmey), range from indicating “greater fool theory” (Hawkins) to the questioning of a “responsibility to other NFT artists in the market” (Meyohas). However, discussion on the conceptuality created by The Currency, especially its ontology, is muted if not ignored altogether, which this article considers a fundamental oversight in any credible critical assessment of NFT art. Given that Hirst’s artwork has consistently been moulded around conceptual art, whereby the idea of art becomes the artwork not necessarily found in the hand-made aspect of the artefact itself, the idea of The Currency is to question the role and relationship of art and money through an allegory. One might argue that its conceptuality then affords the idea of the artwork being a currency in itself. It speaks to divisibility, just as the cryptocurrency used to purchase the artworks is divisible of its own tender. The disjuncture in this accord is that “NFTs are not currencies themselves, but rather more like records of ownership” (Cornelius 2). The dot paintings on paper are created as unique artefacts where their uniqueness makes them rare, and this uniqueness makes the rarity an increase in financial value. However, subverting this are Hirst’s physical creations, where the legal tender’s conceptuality is manufactured with watermarks, security embeds, and financial markings the same as traded bills. If this perspective is considered a concept, not a digital selli

Open access
Art History and Market Analysis
Aesthetic Perception and Analysis
Museums and Cultural Heritage
Original source
Apr 25, 2022¡Proceedings of the ACM Web Conference 2022
138 cites
TTAGN: Temporal Transaction Aggregation Graph Network for Ethereum Phishing Scams Detection

Sijia Li, Gaopeng Gou, Chang Liu, Chengshang Hou ¡ 6 authors

In recent years, phishing scams have become the most serious type of crime involved in Ethereum, the second-largest blockchain platform. The existing phishing scams detection technology on Ethereum mostly uses traditional machine learning or network representation learning to mine the key information from the transaction network to identify phishing addresses. However, these methods adopt the last transaction record or even completely ignore these records, and only manual-designed features are taken for the node representation. In this paper, we propose a Temporal Transaction Aggregation Graph Network (TTAGN) to enhance phishing scams detection performance on Ethereum. Specifically, in the temporal edges representation module, we model the temporal relationship of historical transaction records between nodes to construct the edge representation of the Ethereum transaction network. Moreover, the edge representations around the node are aggregated to fuse topological interactive relationships into its representation, also named as trading features, in the edge2node module. We further combine trading features with common statistical and structural features obtained by graph neural networks to identify phishing addresses. Evaluated on real-world Ethereum phishing scams datasets, our TTAGN (92.8% AUC, and 81.6% F1-score) outperforms the state-of-the-art methods, and the effectiveness of temporal edges representation and edge2node module is also demonstrated.

Open access
2 source records
Spam and Phishing Detection
Blockchain Technology Applications and Security
Imbalanced Data Classification Techniques
Original source
Apr 24, 2022¡ECS Transactions
4 cites
Blockchain-Based Online Voting System

R Savitha, K Ashwini, K Prashanth

Digital voting is the use of electronic device, such as voting machines or an internet browser to cast vote. It has disadvantages like security of data and potential attacks such as DoS and DDoS attack. One way to solve these security credentials problems is through the blockchain technology. Blockchain technology embraces a decentralized system and the entire database is owned by many users that overcome the disadvantage of centralized system. The existing system has many security, confidentiality, and anonymity issues. These issues can be resolved by using blockchain technology. Here in the proposed system Ethereum blockchain is used, which enables smart contracts. Smart contracts can be written with solidity, which is object oriented programming language. The outcome of the project is it provides privacy by keeping individual’s vote secret by providing a unique transaction id to each voter. Eligibility is made once to vote and the transaction will be highly secure and encrypted.

Open access
Internet Traffic Analysis and Secure E-voting
Blockchain Technology Applications and Security
Original source
Apr 24, 2022¡arXiv (Cornell University)
4 cites
Exploring Security Practices of Smart Contract Developers

Tanusree Sharma, Zhixuan Zhou, Andrew Miller, Yan Wang

Smart contracts are self-executing programs that run on blockchains (e.g., Ethereum). 680 million US dollars worth of digital assets controlled by smart contracts have been hacked or stolen due to various security vulnerabilities in 2021. Although security is a fundamental concern for smart contracts, it is unclear how smart contract developers approach security. To help fill this research gap, we conducted an exploratory qualitative study consisting of a semi-structured interview and a code review task with 29 smart contract developers with diverse backgrounds, including 10 early stage (less than one year of experience) and 19 experienced (2-5 years of experience) smart contract developers. Our findings show a wide range of smart contract security perceptions and practices including various tools and resources they used. Our early-stage developer participants had a much lower success rate (15%) of identifying security vulnerabilities in the code review task than their experienced counterparts (55%). Our hierarchical task analysis of their code reviews implies that just by accessing standard documentation, reference implementations and security tools is not sufficient. Many developers checked those materials or used a security tool but still failed to identify the security issues. In addition, several participants pointed out shortcomings of current smart contract security tooling such as its usability. We discuss how future education and tools could better support developers in ensuring smart contract security.

Open access
2 source records
Blockchain Technology Applications and Security
Advanced Malware Detection Techniques
Cloud Data Security Solutions
Original source
Apr 23, 2022¡arXiv (Cornell University)
21 cites
Debt-Financed Collateral and Stability Risks in the DeFi Ecosystem

Michael Darlin, Georgios Palaiokrassas, Leandros Tassiulas

The rise of Decentralized Finance (“DeFi”) on the Ethereum blockchain has enabled the creation of lending platforms, which serve as marketplaces to lend and borrow digital currencies. Initially, we categorize the activity of lending platforms within a standard regulatory framework. We then propose an Ethereum address grouping algorithm using activity over DeFi protocols and employ a novel classification algorithm to calculate the percentage of fund flows into DeFi lending platforms that can be attributed to debt created elsewhere in the system (“debt-financed collateral”). Based on our results, we conclude that the wide-spread use of stablecoins as debt-financed collateral increases financial stability risks in the DeFi ecosystem.

Open access
3 source records
Banking stability, regulation, efficiency
Global Financial Crisis and Policies
Credit Risk and Financial Regulations
Original source
Apr 22, 2022¡International Journal of ADVANCED AND APPLIED SCIENCES
1 cites
Research for smart contract-based problem recommendation algorithm

Youn-A Min, Dong-Kyun Lim

As a method for learners to learn independently in distance education, the need for a problem recommendation learning guide that effectively reflects a learning pattern based on learner data is increasing. In this paper, based on blockchain Ethereum smart contract technology, we analyze and present problem recommendation patterns for individual learners by filtering, collecting, and transparently managing multiple learner data that can occur in a distance education environment. In this study, various weighting factors were assigned to each learning situation. The optimal problem recommendation path is presented so that learners can solve problems based on weight-based learning factors in various learning situations. For the performance evaluation of this study, a similar learning environment was set up, and learning satisfaction, usefulness of problem recommendation guides, and learner data processing speed were analyzed. As a result of the performance evaluation, it was confirmed that the learning satisfaction improved by more than 15% compared to the existing learning environment in the proposed environment. In addition, it was confirmed that the learning data processing speed was improved by more than 17%.

Open access
Blockchain Technology Applications and Security
Innovation in Digital Healthcare Systems
Technology Adoption and User Behaviour
Original source
Apr 22, 2022¡International Journal of Engineering Materials and Manufacture
8 cites
A Review on Blockchain Technology for Distribution of Energy

Md. Rafiqul Islam, Muhammad Mahbubur Rahman, Mohammed Ataur Rahman, Muslim Har Sani Mohamad ¡ 5 authors

The alternative energy generation sources have increased drastically from centralized systems to distributed systems which increases the stability of energy distribution management systems and reduces the distribution cost as well. On the other hand, it reduces the probability of major area electricity blackout chances and decreases the energy distribution loss. For proper distribution and management of energy, there are different types of advanced technologies like artificial intelligence, and the Internet of Things (IoT) available, but a blockchain automated system is one of the best choices and is highly recommended. Various aspects of blockchain technology and energy management system have been discussed in this review paper where a total number of 423 journal papers, articles, and online information sources have been reviewed in the initial stage, and finally, 63 published research articles have been selected for review. There are several topics, including technology overview in energy management systems, blockchain application of energy trading, blockchain technology implementation challenges, distributed energy management system with Ethereum, and a conclusion with some recommendations have been discussed. Blockchain and Distributed Ledger Technology (DLT) are highly transparent, authenticate, and secure systems that can be used for distributing the energy between distributor and consumer without an intermediator which increases the overall efficiency of the system. This paper aims to highlight the blockchain and distributed ledger technology and how it works as well as optimize the transaction processing cost among the participants of the consortium network. This paper will make a significant contribution to the new research work and in the field of energy management systems.

Open access
Blockchain Technology Applications and Security
Electricity Theft Detection Techniques
Brain Tumor Detection and Classification
Original source
Apr 22, 2022¡Algorithms
14 cites
Real-Time Big Data Architecture for Processing Cryptocurrency and Social Media Data: A Clustering Approach Based on k-Means

Adrian Barradas, Acela Tejeda-Gil, Rosa MarĂ­a CantĂłn Croda

Cryptocurrencies have recently emerged as financial assets that allow their users to execute transactions in a decentralized manner. Their popularity has led to the generation of huge amounts of data, specifically on social media networks such as Twitter. In this study, we propose an iterative kappa architecture that collects, processes, and temporarily stores data regarding transactions and tweets of two of the major cryptocurrencies according to their market capitalization: Bitcoin (BTC) and Ethereum (ETH). We applied a k-means clustering approach to group data according to their principal characteristics. Data are categorized into three groups: BTC typical data, ETH typical data, BTC and ETH atypical data. Findings show that activity on Twitter correlates to activity regarding the transactions of cryptocurrencies. It was also found that around 14% of data relate to extraordinary behaviors regarding cryptocurrencies. These data contain higher transaction volumes of both cryptocurrencies, and about 9.5% more social media publications in comparison with the rest of the data. The main advantages of the proposed architecture are its flexibility and its ability to relate data from various datasets.

Open access
Blockchain Technology Applications and Security
Complex Network Analysis Techniques
Big Data and Business Intelligence
Original source