Blockchain Papers

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7,397 papersLast indexed Aug 16, 2026
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Aug 30, 2019·arXiv (Cornell University)
0 cites
An Empirical Study into the Success of Listed Smart Contracts in\n Ethereum

Pieter Hartel, Ivan Homoliak, Daniël Reijsbergen

Since it takes time and effort to put a new product or service on the market,\none would like to predict whether it will be a success. In general this is not\npossible, but it is possible to follow best practices in order to maximise the\nchance of success. A smart contract is intended to encode business logic and is\ntherefore at the heart of every new business on the Ethereum blockchain. We\nhave investigated how to measure the success of smart contracts, and whether\nsuccessful smart contracts have characteristics that less successful smart\ncontracts lack. The appearance of a smart contract on a listing website such as\nEtherscan or StateoftheDapps is such a characteristic. In this paper, we\npresent a three-pronged analysis of the relative success of listed smart\ncontracts. First, we have used statistical analysis on the publicly visible\ntransaction history of the Ethereum blockchain to determine that listed\ncontracts are significantly more successful than their unlisted counterparts.\nNext, we have conducted a survey among more than 200 developers via an\nanonymous online survey about their experience with the listing process. A\nsignificant majority of respondents do not believe that listing a contract\nitself contributes to its success, but they believe that the extra attention\nthat is typically paid in tandem with the listing process does contribute.\nFinally, based on the respondents' answers, we have drafted 10 recommendations\nfor developers and validated them by submitting them to an international panel\nof experts.\n

Open access
Blockchain Technology Applications and Security
FinTech, Crowdfunding, Digital Finance
Digital Platforms and Economics
Original source
Aug 29, 2019·arXiv (Cornell University)
140 cites
VERISMART: A Highly Precise Safety Verifier for Ethereum Smart Contracts

Sunbeom So, Myungho Lee, Jisu Park, Heejo Lee · 5 authors

We present VERISMART, a highly precise verifier for ensuring arithmetic safety of Ethereum smart contracts. Writing safe smart contracts without unintended behavior is critically important because smart contracts are immutable and even a single flaw can cause huge financial damage. In particular, ensuring that arithmetic operations are safe is one of the most important and common security concerns of Ethereum smart contracts nowadays. In response, several safety analyzers have been proposed over the past few years, but state-of-the-art is still unsatisfactory; no existing tools achieve high precision and recall at the same time, inherently limited to producing annoying false alarms or missing critical bugs. By contrast, VERISMART aims for an uncompromising analyzer that performs exhaustive verification without compromising precision or scalability, thereby greatly reducing the burden of manually checking undiscovered or incorrectly-reported issues. To achieve this goal, we present a new domain-specific algorithm for verifying smart contracts, which is able to automatically discover and leverage transaction invariants that are essential for precisely analyzing smart contracts. Evaluation with real-world smart contracts shows that VERISMART can detect all arithmetic bugs with a negligible number of false alarms, far outperforming existing analyzers.

Open access
3 source records
Security and Verification in Computing
Blockchain Technology Applications and Security
Advanced Malware Detection Techniques
Original source
Aug 28, 2019·Energies
161 cites
Blockchain in Energy Efficiency: Potential Applications and Benefits

Asma Khatoon, Piyush Verma, Jo Southernwood, Beth Massey · 5 authors

Blockchain technology is ready to disrupt nearly every industry and business model, and the energy sector is no exception. Energy businesses across the world have already started exploring the use of blockchain technology in large-scale energy trading systems, peer-to-peer energy trading, project financing, supply chain tracking, and asset management among other applications. Information and Communication Technologies (ICTs) recently started revolutionizing the energy landscape, and now blockchain technology is providing an additional opportunity to make the energy system more intelligent, efficient, transparent, and secure in the longer term. The idea of this paper is to examine more closely the use of blockchain technology for its possible application in the energy efficiency industry and to determine how it could make energy efficiency markets more secure and transparent in the longer term. This paper examines in detail the key benefits and implications of using blockchain in the energy efficiency sector through the presentation and discussion of two case studies as possible blockchain applications—(i) the UK Energy Company Obligation scheme and (ii) the Italian White Certificate Scheme. We have presented how the key issues around trading energy efficiency savings—correctly estimating the savings, data transparency among stakeholders, and inefficient administrative processes—can be solved through the application of a blockchain-based smart contract system. Finally, this paper presents an implementation of a smart contract for trading of energy-saving certificates achieved via execution of smart contract transactions on the Ethereum blockchain.

Open access
Blockchain Technology Applications and Security
Smart Grid Energy Management
Smart Grid Security and Resilience
Original source
Aug 27, 2019·arXiv
16 cites
Infochain: A Decentralized, Trustless and Transparent Oracle on Blockchain

Naman Goel, Cyril van Schreven, Aris Filos-Ratsikas, Boi Faltings

Blockchain based systems allow various kinds of financial transactions to be executed in a decentralized manner. However, these systems often rely on a trusted third party (oracle) to get correct information about the real-world events, which trigger the financial transactions. In this paper, we identify two biggest challenges in building decentralized, trustless and transparent oracles. The first challenge is acquiring correct information about the real-world events without relying on a trusted information provider. We show how a peer-consistency incentive mechanism can be used to acquire truthful information from an untrusted and self-interested crowd, even when the crowd has outside incentives to provide wrong informations. The second is a system design and implementation challenge. For the first time, we show how to implement a trustless and transparent oracle in Ethereum. We discuss various non-trivial issues that arise in implementing peer-consistency mechanisms in Ethereum, suggest several optimizations to reduce gas cost and provide empirical analysis.

Open access
2 source records
cs.AI
cs.CR
cs.GT
Original source
Aug 27, 2019·International Journal of Engineering and Advanced Technology
9 cites
Blockchain Based Smart Contract for Sealed- -Bid Auction

Mr B L V Vinay Kumar, Dr K Raja Kumar

In this growing world, Internet has changed so much to an extent that it turned into a powerful tool in every aspects of our lives.E-auction is one of those things which helps the bidders to take part in an auction online over the air. In a sealed bid third parties need to pay an extra cost to help the buyers and sellers carry out their exchange without any hassle. But there can be a breach of trust by the third parties. Owners of the auction or the company that is auctioning can have direct entry to it when the auction is run on a decentralized platform. When the users auction off something on the chain, the smart contract takes control of the auctioned asset and thereafter it manages the bids associated. In this paper, we execute a smart contract for a verifiable sealed-bid auction on the Ethereum blockchain. The type of auction used is sealed-bid in which the bidders submit their bids privately and each bidder can participate only once. As per the biddings received, the highest bidder wins and pays the highest corresponding highest submitted bid. Additionally, before the auction ends the bidder can withdraw the bid after submitting it. In such a case the bidder will have another chance to place the bid. This smart contract implementation abides by the true essence of a sealed-bid, to be precise, no information about the biddings is leaked to the bidders except for the highest bid

Open access
Blockchain Technology Applications and Security
FinTech, Crowdfunding, Digital Finance
Original source
Aug 23, 2019·Media theory.
27 cites
The Art of Tokenization: Blockchain Affordances and the Invention of Future Milieus

Laura Lotti

Ten years after the introduction of the Bitcoin protocol, an increasing number of art-tech startups and more or less independent initiatives have begun to explore second-generation blockchains such as Ethereum and the emergent practice of tokenization (i.e., the issuance of new cryptoassets primarily to self-fund decentralized projects) as a means to intervene in the structures and processes underlying the rampant financialization of art. Yet amidst the volatility of the cryptocurrency market, tokenization has been critiqued as a way to reinscribe and proliferate current financial logics in this new space. Acknowledging such critiques, in this essay I foreground the novelty of cryptotokens and blockchains by exploring different examples of how tokenization has been deployed in the art market-milieu. In spite of recent attempts to extend the scarcity-based paradigm to blockchains, I argue that cryptotokens do introduce differences in kind in the ways in which value generation and distribution are expressed and accounted for in digital environments. In this context, artistic approaches to tokenization can illuminate new aspects of the affordances of these technologies, toward the disintermediation of art production and its networked value from the current institutional-financial milieu. This can open up new ways to reimagine and reprogram financial and social relations, and gesture toward new opportunities and challenges for a practice of digital design focused on the ideation and realization of cryptoeconomic systems.

Open access
Blockchain Technology Applications and Security
Original source
Aug 22, 2019·arXiv
82 cites
SmartEmbed: A Tool for Clone and Bug Detection in Smart Contracts through Structural Code Embedding

Zhipeng Gao, Vinoj Jayasundara, Lingxiao Jiang, Xin Xia · 6 authors

Ethereum has become a widely used platform to enable secure, Blockchain-based financial and business transactions. However, a major concern in Ethereum is the security of its smart contracts. Many identified bugs and vulnerabilities in smart contracts not only present challenges to maintenance of blockchain, but also lead to serious financial loses. There is a significant need to better assist developers in checking smart contracts and ensuring their reliability.In this paper, we propose a web service tool, named SmartEmbed, which can help Solidity developers to find repetitive contract code and clone-related bugs in smart contracts. Our tool is based on code embeddings and similarity checking techniques. By comparing the similarities among the code embedding vectors for existing solidity code in the Ethereum blockchain and known bugs, we are able to efficiently identify code clones and clone-related bugs for any solidity code given by users, which can help to improve the users' confidence in the reliability of their code. In addition to the uses by individual developers, SmartEmbed can also be applied to studies of smart contracts in a large scale. When applied to more than 22K solidity contracts collected from the Ethereum blockchain, we found that the clone ratio of solidity code is close to 90\%, much higher than traditional software, and 194 clone-related bugs can be identified efficiently and accurately based on our small bug database with a precision of 96\%. SmartEmbed can be accessed at \url{http://www.smartembed.net}. A demo video of SmartEmbed is at \url{https://youtu.be/o9ylyOpYFq8}

Open access
2 source records
Blockchain Technology Applications and Security
Advanced Malware Detection Techniques
Cybercrime and Law Enforcement Studies
Original source
Aug 22, 2019·arXiv (Cornell University)
91 cites
Security Analysis Methods on Ethereum Smart Contract Vulnerabilities: A Survey

Purathani Praitheeshan, Lei Pan, Jiangshan Yu, Joseph K. Liu · 5 authors

Smart contracts are software programs featuring both traditional applications\nand distributed data storage on blockchains. Ethereum is a prominent blockchain\nplatform with the support of smart contracts. The smart contracts act as\nautonomous agents in critical decentralized applications and hold a significant\namount of cryptocurrency to perform trusted transactions and agreements.\nMillions of dollars as part of the assets held by the smart contracts were\nstolen or frozen through the notorious attacks just between 2016 and 2018, such\nas the DAO attack, Parity Multi-Sig Wallet attack, and the integer\nunderflow/overflow attacks. These attacks were caused by a combination of\ntechnical flaws in designing and implementing software codes. However, many\nmore vulnerabilities of less severity are to be discovered because of the\nscripting natures of the Solidity language and the non-updateable feature of\nblockchains. Hence, we surveyed 16 security vulnerabilities in smart contract\nprograms, and some vulnerabilities do not have a proper solution. This survey\naims to identify the key vulnerabilities in smart contracts on Ethereum in the\nperspectives of their internal mechanisms and software security\nvulnerabilities. By correlating 16 Ethereum vulnerabilities and 19 software\nsecurity issues, we predict that many attacks are yet to be exploited. And we\nhave explored many software tools to detect the security vulnerabilities of\nsmart contracts in terms of static analysis, dynamic analysis, and formal\nverification. This survey presents the security problems in smart contracts\ntogether with the available analysis tools and the detection methods. We also\ninvestigated the limitations of the tools or analysis methods with respect to\nthe identified security vulnerabilities of the smart contracts.\n

Open access
2 source records
Blockchain Technology Applications and Security
Security and Verification in Computing
Advanced Malware Detection Techniques
Original source
Aug 22, 2019·Concurrency and Computation Practice and Experience
136 cites
On the Ethereum blockchain structure: A complex networks theory perspective

Stefano Ferretti, Gabriele D’Angelo

Summary In this paper, we analyze the Ethereum blockchain using the complex networks modeling framework. Accounts acting on the blockchain are represented as nodes, while the interactions among these accounts, recorded on the blockchain, are treated as links in the network. Using this representation, it is possible to derive interesting mathematical characteristics that improve the understanding of the actual interactions happening in the blockchain. Not only, by looking at the history of the blockchain, it is possible to verify if radical changes in the blockchain evolution happened.

Open access
2 source records
Complex Network Analysis Techniques
Complex Systems and Time Series Analysis
Blockchain Technology Applications and Security
Original source
Aug 20, 2019·Journal of risk and financial management
19 cites
Which Cryptocurrencies Are Mostly Traded in Distressed Times?

Νikolaos Kyriazis, Paraskevi Prassa

This paper investigates the level of liquidity of digital currencies during the very intense bearish phase in their markets. The data employed span the period from April 2018 until January 2019, which is the second phase of bearish times with almost constant decreases. The Amihud’s illiquidity ratio is employed in order to measure the liquidity of these digital assets. Findings indicate that the most popular cryptocurrencies exhibit higher levels of liquidity during stressed periods. Thereby, it is revealed that investors’ preferences for trading during highly risky times are favorable for well-known virtual currencies in the detriment of less-known ones. This enhances findings of relevant literature about strong and persistent positive or negative herding behavior of investors based on Bitcoin, Ethereum and highly-capitalized cryptocurrencies in general. Notably though, a tendency towards investing in the TrueUSD stablecoin has also emerged.

Open access
Blockchain Technology Applications and Security
Market Dynamics and Volatility
Complex Systems and Time Series Analysis
Original source
Aug 19, 2019·International Journal of Computer Applications
8 cites
Blockchain Technology in Education System: A Review

Akshay Karale, Harmeet Kaur Khanuja

Blockchain technology can be used to solve many educational problems and can help educators as well as learners to monitor the learning outcomes. The data can be stored securely and tamper proof format when it's stored onto the blockchain network. The Blockchain for Education platform helps us to make the tamper-proof certificates and their correct and the overall permanent allocation of these certificates to learners, as well as verification of certificates. It can reduce the overall frauds and tampering of the degrees and certificates. Here smart contracts can be designed and deployed on to the Ethereum blockchain that can be designed using the solidity programming language. Blockchain can be applied to private, public and consortium sectors depending upon the usage and the scope of the blockchain. Education system can take benefit of this scalability of the blockchain and can be effectively useful in the

Open access
Blockchain Technology in Education and Learning
Blockchain Technology Applications and Security
Original source
Aug 15, 2019·International Journal of Integrated Engineering
2 cites
Ethereum Blockchain Network Implementation for IoT Platform

Mohamad Hafizat Zainal Abidin, Saravid Suchaad, Koichiro Mashiko, Nordinah Ismail

Internet of things (IoT) is becoming increasingly important and ubiquitous in home and industries. It makes object a part of the Internet and fuses the digital and physical world together. However, if not properly secured, IoT device can be vulnerable to tampering that can change the content of the data stored in the network. Blockchain, a technology used in cryptocurrency, can be used for addressing the security and privacy challenges in IoT. Blockchain can be beneficial to IoT by adding more security layer and reducing dependency on a central authority. This paper proposed to develop a blockchain based platform for IoT application. Blockchain technology can be utilized to provide a decentralized network, creating a more secured IoT system. The proposed blockchain network will be based on Ethereum blockchain network allowing the use smart contract application for management of IoT devices. Experiment is conducted to show the feasibility of the blockchain based platform. The proposed blockchain based platform is capable of managing several IoT devices connected to the network.

Open access
Blockchain Technology Applications and Security
IoT and Edge/Fog Computing
Advanced Steganography and Watermarking Techniques
Original source
Aug 14, 2019·The Journal of British Blockchain Association
1 cites
Blockchain Investigations - Beyond the 'Money'

Simon Dyson

Cryptocurrency investigations have centered almost entirely around the transfer of value “money” or a cryptocurrency asset. The use of cryptocurrency for illicit purposes, especially Bitcoin, is well documented both in academic writing, media reporting and even film documentaries. The infamous SilkRoad market place in addition to the millions of dollars spent within dark markets on drugs, guns and assassinations have grabbed the headlines. This paper looks at how blockchain is creating new areas of investigation that are yet to be explored in detail. This scenario-based research examines the hosting of stolen data (P.I.I) personal identifiable information on a distributed blockchain host where the data is also accessible. The platform used is based on Ethereum infrastructure but demonstrates just one available platform that poses the paradigm. The paper examines the considerations through the lens of an incident responder /cyber investigator, forensics examiner and data controller. The scenario highlights distinct differences in considerations from a traditional response compared to dealing with the immutable and unstoppable distributed technology. The paper concludes that more is needed to be done to understand digital forensics in the blockchain era and the need to develop beyond track and trace in the cryptocurrency investigative tool box. The discussion also brings forth how data retention and GDPR requires consideration when applying it blockchain systems.

Open access
Blockchain Technology Applications and Security
Cybercrime and Law Enforcement Studies
Crime, Illicit Activities, and Governance
Original source
Aug 14, 2019·IEEE Transactions on Engineering Management
29 cites
A Distributed Autonomous Organization for Internet Address Management

Stefano Angieri, Alberto García-Martínez, Bingyang Liu, Zhiwei Yan · 6 authors

The current system to manage the global pool of IP addresses is centralized in five transnational organizations, known as regional internet registries (RIRs). Each of them manages the address pool for many countries. In this paper, we present InBlock, a distributed autonomous organization that provides the decentralized management of IP addresses. The InBlock also fulfills the same objectives as those fulfilled by the current IP address allocation organizations, i.e., uniqueness, fairness, conservation, aggregation, registration, and minimized overhead. The InBlock is implemented as a set of blockchain's smart contracts in Ethereum, and it implements all the functions needed for the management of a global pool of addresses without any human intervention. Any entity may request an allocation of addresses to the InBlock registry by performing a (crypto)currency transfer to the InBlock. The fee required, along with the annual renewal fee, serves as a mechanism to deter stockpiling and other wasteful practices. As with any novel technology, there are many open questions about the usage of blockchains to build an IP address registry. For this reason, we believe that practical experimentation is required in order to have hands-on experience, so we propose to conduct an experiment on the InBlock as a starting point to inform about the future directions in this space.

Open access
Blockchain Technology Applications and Security
Auction Theory and Applications
Internet Traffic Analysis and Secure E-voting
Original source
Aug 13, 2019·arXiv (Cornell University)
115 cites
A Survey on Ethereum Systems Security: Vulnerabilities, Attacks and Defenses

Huashan Chen, Marcus Pendleton, Laurent Njilla, Shouhuai Xu

The blockchain technology is believed by many to be a game changer in many application domains, especially financial applications. While the first generation of blockchain technology (i.e., Blockchain 1.0) is almost exclusively used for cryptocurrency purposes, the second generation (i.e., Blockchain 2.0), as represented by Ethereum, is an open and decentralized platform enabling a new paradigm of computing --- Decentralized Applications (DApps) running on top of blockchains. The rich applications and semantics of DApps inevitably introduce many security vulnerabilities, which have no counterparts in pure cryptocurrency systems like Bitcoin. Since Ethereum is a new, yet complex, system, it is imperative to have a systematic and comprehensive understanding on its security from a holistic perspective, which is unavailable. To the best of our knowledge, the present survey, which can also be used as a tutorial, fills this void. In particular, we systematize three aspects of Ethereum systems security: vulnerabilities, attacks, and defenses. We draw insights into, among other things, vulnerability root causes, attack consequences, and defense capabilities, which shed light on future research directions.

Open access
2 source records
Blockchain Technology Applications and Security
Advanced Malware Detection Techniques
Spam and Phishing Detection
Original source
Aug 12, 2019·Lecture notes series, Institute For Mathematical Sciences
68 cites
A Scalable Verification Solution for Blockchains

Jason Teutsch, Christian Reitwießner

Bitcoin and Ethereum, whose miners arguably collectively comprise the most powerful computational resource in the history of mankind, offer no more power for processing and verifying transactions than a typical smart phone. The system described herein bypasses this bottleneck and brings scalable computation to Ethereum. Our new system consists of a financial incentive layer atop a dispute resolution layer where the latter takes form of a versatile "verification game." In addition to secure outsourced computation, immediate applications include decentralized mining pools whose operator is an Ethereum smart contract, a cryptocurrency with scalable transaction throughput, and a trustless means for transferring currency between disjoint cryptocurrency systems.

Open access
2 source records
Blockchain Technology Applications and Security
Cryptography and Data Security
Distributed systems and fault tolerance
Original source
Aug 12, 2019·arXiv (Cornell University)
11 cites
Interactive coin offerings

Jason Teutsch, Vitalik Buterin, Christopher L. Brown

Ethereum has emerged as a dynamic platform for exchanging cryptocurrency tokens. While token crowdsales cannot simultaneously guarantee buyers both certainty of valuation and certainty of participation, we show that if each token buyer specifies a desired purchase quantity at each valuation then everyone can successfully participate. Our implementation introduces smart contract techniques which recruit outside participants in order to circumvent computational complexity barriers.

Open access
2 source records
econ.TH
cs.CR
cs.GT
Original source
Aug 12, 2019·arXiv (Cornell University)
20 cites
Retrofitting a two-way peg between blockchains

Jason Teutsch, Michael Straka, Dan Boneh

In December 2015, a bounty emerged to establish both reliable communication and secure transfer of value between the Dogecoin and Ethereum blockchains. This prized "Dogethereum bridge" would allow parties to "lock" a DOGE coin on Dogecoin and in exchange receive a newly minted WOW token in Ethereum. Any subsequent owner of the WOW token could burn it and, in exchange, earn the right to "unlock" a DOGE on Dogecoin. We describe an efficient, trustless, and retrofitting Dogethereum construction which requires no fork but rather employs economic collateral to achieve a "lock" operation in Dogecoin. The protocol relies on bulletproofs, Truebit, and parametrized tokens to efficiently and trustlessly relay events from the "true" Dogecoin blockchain into Ethereum. The present construction not only enables cross-platform exchange but also allows Ethereum smart contracts to trustlessly access Dogecoin. A similar technique adds Ethereum-based smart contracts to Bitcoin and Bitcoin data to Ethereum smart contracts.

Open access
2 source records
Blockchain Technology Applications and Security
Cryptography and Data Security
Cloud Data Security Solutions
Original source
Aug 10, 2019·arXiv (Cornell University)
22 cites
Mutation Testing for Ethereum Smart Contract

Haoran Wu, Xingya Wang, Jiehui Xu, Weiqin Zou · 6 authors

Smart contract is a special program that manages digital assets on blockchain. It is difficult to recover the loss if users make transactions through buggy smart contracts, which cannot be directly fixed. Hence, it is important to ensure the correctness of smart contracts before deploying them. This paper proposes a systematic framework to mutation testing for smart contracts on Ethereum, which is currently the most popular open blockchain for deploying and running smart contracts. Fifteen novel mutation operators have been designed for Ethereum Smart Contracts (ESC), in terms of keyword, global variable/function, variable unit, and error handling. An empirical study on 26 smart contracts in four Ethereum DApps has been conducted to evaluate the effectiveness of mutation testing. The experimental results show that our approach can outperform the coverage-based approach on defect detection rate (96.01% vs. 55.68%). The ESC mutation operators are effective to reveal real defects and we found 117 out of 729 real bug reports are related to our operators. These show the great potential of using mutation testing for quality assurance of ESC.

Open access
2 source records
Advanced Malware Detection Techniques
Software Testing and Debugging Techniques
Adversarial Robustness in Machine Learning
Original source
Aug 9, 2019·Periodicals of Engineering and Natural Sciences (PEN)
4 cites
Implementation of national cryptocurrency using ethereum development platform

Hussain Ali Mutar, Muayed S. Al‐Huseiny

While Ethereum run in public networks which make the blockchain size large and transaction run time longer than time for private or national network, that led to continuous worries over the expanding size of Ethereum Blockchain, which certainly reduce Cryptocurrency's effectiveness. The estimations were on increase and believed it would cross the node limit of 1 TB terribly shortly. If new consumer a full node enters to that blockchain and cryptocurrency world, a node is a computer software cum database of the blockchain, which a full node client must download on their personal computers to become a full node in the blockchain. in this way, the client can be verifying transaction on the network with the help of other nodes on the system. We proposed to implement national cryptocurrency which developed using Ethereum as a development platform that could serve national or regional people that has limited or slow internet connections like Iraq, in addition payments in countries with unstable fiat currencies, although cryptocurrencies are suffering from unstable exchange rates against fiat currencies, the use of national cryptocurrency instead of the native fiat cash could even be a far better alternative for individuals in certain countries like Iraq, Iran and Syria, with high rate of inflation. The reminder of this paper is arranging as following: an introduction, the advantages and drawbacks of cryptocurrencies, Background on Blockchain and Ethereum, implementation, results and conclusion.

Open access
2 source records
Blockchain Technology Applications and Security
IoT and Edge/Fog Computing
FinTech, Crowdfunding, Digital Finance
Original source
Aug 8, 2019·Journal of risk and financial management
24 cites
What Coins Lead in the Cryptocurrency Market: Using Copula and Neural Networks Models

Steve Hyun, Jimin Lee, Jong‐Min Kim, Chulhee Jun

Exploring dependence structures between financial time series has been important within a wide range of applications. The main aim of this paper is to examine dependence relationships among five well-known cryptocurrencies—Bitcoin, Ethereum, Litecoin, Ripple, and Stella—by a copula directional dependence (CDD). By employing a neural network autoregression model to avoid the serial dependence in each individual cryptocurrency, we generate residuals of the fitted models with time series of daily log-returns in percentage of the five cryptocurrencies and then we apply a Gaussian copula marginal beta regression model to the residuals to explore the CDD. The results show that the CDD from Bitcoin to Litecoin is highest among all ordered directional dependencies and the CDDs from Ethereum to the other four cryptocurrencies are relatively higher than the CDDs to Ethereum from those cryptocurrencies. This finding implies that the return shocks of Bitcoin have the most effect on Litecoin and the return shocks of Ethereum relatively influence the shocks on the other four cryptocurrencies instead of being affected by them. This allows investors to build the market-timing strategies by observing the directional flow of return shocks among cryptocurrencies.

Open access
Market Dynamics and Volatility
Complex Systems and Time Series Analysis
Financial Risk and Volatility Modeling
Original source
Aug 2, 2019·arXiv (Cornell University)
1 cites
Secure Calibration for Safety-Critical IoT: Traceability for Safety Resilience

Ryan Shah, Michael McIntee, Shishir Nagaraja, Sahil Bhandary · 6 authors

Secure sensor calibration constitutes a foundational step that underpins operational safety in the Industrial Internet of Things. While much attention has been given to IoT security such as the use of TLS to secure sensed data, little thought has been given to securing the calibration infrastructure itself. Currently traceability is achieved via manual verification using paper-based datasheets which is both time consuming and insecure. For instance, when the calibration status of parent devices is revoked as mistakes or mischance is detected, calibrated devices are not updated until the next calibration cycle, leaving much of the calibration parameters invalid. Aside from error, any party within the calibration infrastructure can maliciously introduce errors since the current paper based system lacks authentication as well as non-repudiation. In this paper, we propose a novel resilient architecture for calibration infrastructure, where the calibration status of sensor elements can be verified on-the-fly to the root of trust preserving the properties of authentication and non-repudiation. We propose an implementation based on smart contracts on the Ethereum network. Our evaluation shows that Ethereum is likely to address the protection requirements of traceable measurements.

Open access
2 source records
cs.CR
Physical Unclonable Functions (PUFs) and Hardware Security
IoT and Edge/Fog Computing
Original source
Aug 1, 2019·Journal of Physics Conference Series
42 cites
Traceability System of Agricultural Product Based on Block-chain and Application in Tea Quality Safety Management

Yuxin Liao, Ke Xu

Abstract In recent years, with the increase of consumers’ attention to the quality of agricultural products, reliable and reliable traceability technology of agricultural products has been paid more attention. This paper proposed a block-chain traceability system based on smart agriculture with the integration of wireless sensor network. The system has realized the agricultural product traceability system based on Ethereum. After farmers access to the system, data acquisition front-end data storage to block-chain system, the use of block-chain itself has the characteristics of decentralization, tamper-resistant, security encryption, combined with the backend database management and traceability QR code to provide consumers with safe, reliable and real farm products traceability information. Building a holographic database of the tea whole industry chain from farmland to table, adopting the food risk assessment and safety traceability technology based on the hazard factor to design the multi-role, multi-link and multi-factor intelligent management system to realize the efficient control of food quality and safety.

Open access
Food Supply Chain Traceability
QR Code Applications and Technologies
Original source
Aug 1, 2019
8 cites
Forecasting Cryptocurrency Prices Time Series Using Machine Learning

Vasily Derbentsev, Наталія Даценко, Olga Stepanenko, Vitalii Bezkorovainyi

This paper describes the construction of the short-term forecasting model of cryptocurrencies’ prices using machine learning approach. The modified model of Binary Auto Regressive Tree (BART) is adapted from the standard models of regression trees and the data of the time series. BART combines the classic algorithm classification and regression trees (C&RT) and autoregressive models ARIMA. Using the BART model, we made a short-term forecast (from 5 to 30 days) for the 3 most capitalized cryptocurrencies: Bitcoin, Ethereum and Ripple. We found that the proposed approach was more accurate than the ARIMA-ARFIMA models in forecasting cryptocurrencies time series both in the periods of slow rising (falling) and in the periods of transition dynamics (change of trend).

Open access
Blockchain Technology Applications and Security
Stock Market Forecasting Methods
Complex Systems and Time Series Analysis
Original source