Secure tumor classification by shallow neural network using homomorphic encryption

202230 citationsJournal Articlegold Open Access

Authors

Seungwan Hong · Seoul National University

Jai Hyun Park · Seoul National University

Hyeongmin Choe · Seoul National University

Jung Hee Cheon · Seoul National University

Abstract

Our solution is the first result of implementing a neural network model with softmax activation using HE. Also, HE optimization methods presented in this work enable machine learning implementation using HE or other challenging HE applications.

Topics & Keywords

Cryptography and Data Security Privacy-Preserving Technologies in Data Complexity and Algorithms in Graphs

UN Sustainable Development Goals

Partnerships for the goals

Publication Details

Published in: BMC Genomics

Volume 23, Issue 1, pp. 284-284

DOI: 10.1186/s12864-022-08469-w

Field-Weighted Citation Impact: 4.00