Privacy Preserving Back-Propagation Neural Network Learning Made Practical with Cloud Computing

• Published in: IEEE transactions on parallel and distributed systems Vol. 25; no. 1; pp. 212 - 221
• Main Authors: Jiawei Yuan, Shucheng Yu
• Format: Journal Article
• Language: English
• Published: IEEE 01.01.2014
• Subjects: Algorithm design and analysis; Approximation algorithms; back-propagation; cloud computing; computation outsource; Data privacy; Encryption; Feeds; learning; neural network; Neural networks; Privacy reserving

To improve the accuracy of learning result, in practice multiple parties may collaborate through conducting joint Back-Propagation neural network learning on the union of their respective data sets. During this process no party wants to disclose her/his private data to others. Existing schemes suppo...