Privacy budget management and noise reusing in multichain environment

Abstract

To solve the problem of query restriction in supply‐chain financial blockchain system, this paper proposes a privacy budget management and noise reusing method in multichain blockchain environment based on Hyperledger multichannel technology and community clustering algorithm. A historical record book is established to manage the privacy budget according to historical query types, and a differential privacy protection algorithm based on noise reusing is used to generate and reusing noise. In the experiments, we tested the privacy budget loss, data utility and system performance based on the business data‐set from chemical supply chain. The experimental results show that the blockchain system with multichain structure based on community clustering algorithm reduces the system data storage space and decreases request processing time effectively. The privacy budget loss of the proposed method is about 1/3 of that of the pure Gaussian mechanism method. After 100 queries, the total amount of noise is about 8% less than that of pure Gaussian mechanism. Besides that, the noise reusing algorithm reduces the loss of the privacy budget and breaks through the query limitation caused by privacy budget wasting.

Foreground object structure transfer for unsupervised domain adaptation

“…In the past few decades, the number of Internet devices including computers, smart phones, digital cameras, and sensors, has increased rapidly, and people have entered the era of big data. The management of a large number of networked devices, [1][2][3] the safe transmission of information 4,5 and multimode data processing 6 are very arduous tasks. The performance of traditional methods is often unsatisfactory.…”