Federated Anomaly Detection on System Logs for the Internet of Things: A Customizable and Communication-Efficient Approach

Author:

Li Beibei1ORCID,Ma Shang1ORCID,Deng Ruilong2ORCID,Choo Kim-Kwang Raymond3ORCID,Yang Jin1ORCID

Affiliation:

1. School of Cyber Science and Engineering, Sichuan University, Chengdu, China

2. State Key Laboratory of Industrial Control Technology and the College of Control Science and Engineering, Zhejiang University, Hangzhou, China

3. Department of Information Systems and Cyber Security, University of Texas at San Antonio, San Antonio, TX, USA

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Natural Science Foundation of Zhejiang Province

Cloud Technology Endowed Professorship

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Networks and Communications

Reference38 articles.

1. Advances and open problems in federated learning;kairouz;arXiv 1912 04977,2019

2. Stochastic Estimation of the Maximum of a Regression Function

3. Communication-efficient learning of deep networks from decentralized data;mcmahan;Proc Int Conf Artif Intell Stat (AISTATS),2017

4. FLPhish: Reputation-based Phishing Byzantine Defense in Ensemble Federated Learning

5. DeepFed: Federated Deep Learning for Intrusion Detection in Industrial Cyber–Physical Systems

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