PLEDGE: A PRIVATE LEDGER BASED DECENTRALIZED DATA SHARING FRAMEWORK

被引:10
作者
Doku, Ronald [1 ]
Rawat, Danda [1 ]
机构
[1] Howard Univ, Dept Elect Engn & Comp Sci, DSC2, 2400 Sixth St NW, Washington, DC 20059 USA
来源
2019 SPRING SIMULATION CONFERENCE (SPRINGSIM) | 2019年
关键词
blockchain; decentralized data storage; machine learning; BLOCKCHAIN;
D O I
10.23919/springsim.2019.8732913
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Blockchain startups are basing their business models on disrupting the centralized way of data storage by highlighting the value of data to the public. A distributed approach to storing data is the safer way to prevent attacks is what is being evangelized. GAFA (Google, Apple, Facebook, Amazon) have monopolized data, therefore bringing in the most revenue whilst depriving the data generators of any form of compensation. In our work, we propose a platform where a user can store his/her own personal data. Here, we present to the user the right to decide what happens to their data. These decisions include selling, renting, and deleting data. The deletion of data undermines the fundamentals the blockchain is built on (data immutability). We address the issues of personal data sharing and how a user's right to delete his/her data can be enforced in a blockchain based network such as ours.
引用
收藏
页数:11
相关论文
共 27 条
[1]   Redactable Blockchain - or - Rewriting History in Bitcoin and Friends [J].
Ateniese, Giuseppe ;
Magri, Bernardo ;
Venturi, Daniele ;
Andrade, Ewerton R. .
2017 IEEE EUROPEAN SYMPOSIUM ON SECURITY AND PRIVACY (EUROS&P), 2017, :111-126
[2]   Spanner: Google's Globally Distributed Database [J].
Corbett, James C. ;
Dean, Jeffrey ;
Epstein, Michael ;
Fikes, Andrew ;
Frost, Christopher ;
Furman, J. J. ;
Ghemawat, Sanjay ;
Gubarev, Andrey ;
Heiser, Christopher ;
Hochschild, Peter ;
Hsieh, Wilson ;
Kanthak, Sebastian ;
Kogan, Eugene ;
Li, Hongyi ;
Lloyd, Alexander ;
Melnik, Sergey ;
Mwaura, David ;
Nagle, David ;
Quinlan, Sean ;
Rao, Rajesh ;
Rolig, Lindsay ;
Saito, Yasushi ;
Szymaniak, Michal ;
Taylor, Christopher ;
Wang, Ruth ;
Woodford, Dale .
ACM TRANSACTIONS ON COMPUTER SYSTEMS, 2013, 31 (03)
[3]  
Craib Richard., 2017, Numeraire: A cryptographic token for coordinating machine intelligence and preventing overfitting
[4]  
Dean J, 2012, Advances in Neural Information Processing Systems, V25, P1
[5]  
Dowlin N, 2016, PR MACH LEARN RES, V48
[6]  
Ge Jack., 2018, Cybervein: A Dataflow Blockchain Platform"
[7]  
Geambasu Roxana., 2009, Proceedings of the 18th Conference on USENIX Security Symposium, P299
[8]   Implementing the "Wisdom of the Crowd" [J].
Kremer, Ilan ;
Mansour, Yishay ;
Perry, Motty .
JOURNAL OF POLITICAL ECONOMY, 2014, 122 (05) :988-1012
[9]  
Kurtulmus A.B, 2018, Trustless Machine Learning Contracts
[10]  
Evaluating and Exchanging Machine Learning Models on the Ethereum Blockchain