An Evaluation of Gas Consumption Prediction on Ethereum based on Transaction History Summarization
作者： Sarah Bouraga
DOI: 10.1109/BRAINS49436.2020.9223288
关键词: Value (economics) 、 Automatic summarization 、 Database 、 Database transaction 、 Gas consumption 、 Computer science
摘要: The author uses data about transactions on Ethereum as sources for studying the relationship between historic of a given address and amount gas consumed transaction. combines transactions, blocks to predict usage Specifically, how much will be next transaction, initiator’s transaction history. results demonstrate value considering history predictions.
sci-hub.st 参考文章(9)
Fabian Pedregosa, Gaël Varoquaux, Alexandre Gramfort, Vincent Michel, Bertrand Thirion, Olivier Grisel, Mathieu Blondel, Andreas Müller, Joel Nothman, Gilles Louppe, Peter Prettenhofer, Ron Weiss, Vincent Dubourg, Jake Vanderplas, Alexandre Passos, David Cournapeau, Matthieu Brucher, Matthieu Perrot, Édouard Duchesnay, Scikit-learn: Machine Learning in Python Journal of Machine Learning Research. ,vol. 12, pp. 2825- 2830 ,(2011)
Fan Zhang, Ethan Cecchetti, Kyle Croman, Ari Juels, Elaine Shi, Town Crier: An Authenticated Data Feed for Smart Contracts computer and communications security. pp. 270- 282 ,(2016) , 10.1145/2976749.2978326
Loi Luu, Duc-Hiep Chu, Hrishi Olickel, Prateek Saxena, Aquinas Hobor, Making Smart Contracts Smarter computer and communications security. pp. 254- 269 ,(2016) , 10.1145/2976749.2978309
Sergei Tikhomirov, Ekaterina Voskresenskaya, Ivan Ivanitskiy, Ramil Takhaviev, Evgeny Marchenko, Yaroslav Alexandrov, SmartCheck: static analysis of ethereum smart contracts 2018 IEEE/ACM 1st International Workshop on Emerging Trends in Software Engineering for Blockchain (WETSEB). pp. 9- 16 ,(2018) , 10.1145/3194113.3194115
Neville Grech, Michael Kong, Anton Jurisevic, Lexi Brent, Bernhard Scholz, Yannis Smaragdakis, MadMax: surviving out-of-gas conditions in Ethereum smart contracts Proceedings of the ACM on Programming Languages. ,vol. 2, pp. 116- ,(2018) , 10.1145/3276486
Matteo Marescotti, Martin Blicha, Antti E. J. Hyvärinen, Sepideh Asadi, Natasha Sharygina, Computing Exact Worst-Case Gas Consumption for Smart Contracts leveraging applications of formal methods. pp. 450- 465 ,(2018) , 10.1007/978-3-030-03427-6_33
Taneli Hukkinen, Juri Mattila, Kari Smolander, Timo Seppala, Tobias Goodden, Skimping on Gas – Reducing Ethereum Transaction Costs in a Blockchain Electricity Market Application hawaii international conference on system sciences. pp. 6875- 6884 ,(2019) , 10.24251/HICSS.2019.823
Ting Chen, Xiaoqi Li, Ying Wang, Jiachi Chen, Zihao Li, Xiapu Luo, Man Ho Au, Xiaosong Zhang, An Adaptive Gas Cost Mechanism for Ethereum to Defend Against Under-Priced DoS Attacks. international conference on information security. pp. 3- 24 ,(2017) , 10.1007/978-3-319-72359-4_1
Yu-Jing Lin, Po-Wei Wu, Cheng-Han Hsu, I-Ping Tu, Shih-wei Liao, An Evaluation of Bitcoin Address Classification based on Transaction History Summarization 2019 IEEE International Conference on Blockchain and Cryptocurrency (ICBC). pp. 302- 310 ,(2019) , 10.1109/BLOC.2019.8751410