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Confirmation Delay Prediction of Transactions in the Bitcoin Network
Fiz Pontiveros, Beltran; Hommes, Stefan; State, Radu
2017In Lecture Notes in Electrical Engineering
Peer reviewed
 

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Keywords :
Bitcoin; Machine Learning; Mining Pools
Abstract :
[en] 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.
Disciplines :
Computer science
Author, co-author :
Fiz Pontiveros, Beltran ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
Hommes, Stefan ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
State, Radu  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
External co-authors :
yes
Language :
English
Title :
Confirmation Delay Prediction of Transactions in the Bitcoin Network
Publication date :
2017
Event name :
Advances in Computer Science and Ubiquitous Computing
Event date :
March 2017
Audience :
International
Journal title :
Lecture Notes in Electrical Engineering
ISSN :
1876-1100
Publisher :
Springer
Peer reviewed :
Peer reviewed
Focus Area :
Security, Reliability and Trust
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since 02 October 2018

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