Blockchain-Based Differential Privacy Cost Management System

06/08/2020
by   Leong Mei Han, et al.
0

Privacy preservation is a big concern for various sectors. To protect individual user data, one emerging technology is differential privacy. However, it still has limitations for datasets with frequent queries, such as the fast accumulation of privacy cost. To tackle this limitation, this paper explores the integration of a secured decentralised ledger, blockchain. Blockchain will be able to keep track of all noisy responses generated with differential privacy algorithm and allow for certain queries to reuse old responses. In this paper, a demo of a proposed blockchain-based privacy management system is designed as an interactive decentralised web application (DApp). The demo created illustrates that leveraging on blockchain will allow the total privacy cost accumulated to decrease significantly.

READ FULL TEXT
research
01/25/2020

A Blockchain-Based Approach for Saving and Tracking Differential-Privacy Cost

An increasing amount of users' sensitive information is now being collec...
research
10/10/2019

Differential Privacy in Blockhain Technology: A Futuristic Approach

Blockchain has received a pervasive attention because of its decentraliz...
research
07/19/2020

Performance Evaluation of Differential Privacy Mechanisms in Blockchain based Smart Metering

The concept of differential privacy emerged as a strong notion to protec...
research
02/19/2021

Differential Privacy-based Permissioned Blockchain for Private Data Sharing in Industrial IoT

Permissioned blockchain such as Hyperledger fabric enables a secure supp...
research
06/08/2020

Attacks to Federated Learning: Responsive Web User Interface to Recover Training Data from User Gradients

Local differential privacy (LDP) is an emerging privacy standard to prot...
research
04/01/2020

Statistical Queries and Statistical Algorithms: Foundations and Applications

We give a survey of the foundations of statistical queries and their man...
research
04/19/2022

The 2020 Census Disclosure Avoidance System TopDown Algorithm

The Census TopDown Algorithm (TDA) is a disclosure avoidance system usin...

Please sign up or login with your details

Forgot password? Click here to reset