Confirmation Delay Prediction of Transactions in the Bitcoin Network

被引：5

作者：

Fiz, Beltran ^{[1
]}

Hommes, Stefan ^{[1
]}

State, Radu ^{[1
]}

机构：

[1] Univ Luxembourg, SnT, 29 Ave JF Kennedy, L-1855 Luxembourg, Luxembourg

来源：

ADVANCES IN COMPUTER SCIENCE AND UBIQUITOUS COMPUTING | 2018年 / 474卷

关键词：

Bitcoin; Machine learning; Mining pools;

D O I：

10.1007/978-981-10-7605-3_88

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Bitcoin is currently the most popular digital currency. It operates on a decentralised peer-to-peer network using an open source cryptographic protocol. In this work, we create a model of the selection process performed by mining pools on the set of unconfirmed transactions and then attempt to predict if an unconfirmed transaction will be part of the next block by treating it as a supervised classification problem. We identified a vector of features obtained through service monitoring of the Bitcoin transaction network and performed our experiments on a publicly available dataset of Bitcoin transaction.

引用

页码：534 / 539

页数：6

共 13 条

[1] [Anonymous], 2016, EIP-150 revision
[2] bitcoinfees, 2016, BC T FEES
[3] bitcoinstats, 2016, BITC PROP
[4] bitcoinwiki, 2016, BITC T FEES
[5] bitcoinwiki, 2016, BITC PROT DOC
[6] Random forests
Breiman, L
[J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
[7] Fleder M., ARXIV150201657
[8] A decision-theoretic generalization of on-line learning and an application to boosting
Freund, Y
Schapire, RE
[J]. JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1997, 55 (01) : 119 - 139
[9] Greaves A., USING BITCOIN T GRAP
[10] Nakamoto S, 2009, BITCOIN PEER TO PEER

← 1 2 →