Cross-silo federated learning in enterprise networks with cooperative and competing actors

Müller K, Bodendorf F (2023)

Publication Language: English

Publication Type: Conference contribution, Conference Contribution

Publication year: 2023

Publisher: AHFE Open Access

Conference Proceedings Title: The Human Side of Service Engineering. AHFE (2023) International Conference.

Event location: San Francisco US

URI: https://openaccess.cms-conferences.org/publications/book/978-1-958651-84-1/article/978-1-958651-84-1_25

DOI: 10.54941/ahfe1003126

Open Access Link: https://openaccess.cms-conferences.org/publications/book/978-1-958651-84-1/article/978-1-958651-84-1_25

Abstract

The performance and generalizability of AI-based enterprise applications depends on the quantity, quality, and diversity of training data. However, data usually exi- sts in the form of data silos at individual sites. With cross-silo federated learning knowledge extracted from data silos that are distributed across multiple enterpri- ses can be combined to improve the predictive performance of AI models without sharing and centralizing potentially sensitive raw data. The decentralized learning approach thus offers new privacy-preserving opportunities for cross-company colla- boration, knowledge management, and the development of intelligent applications and services in federated enterprise networks. Since federated learning enables collaboration between both cooperating and competing companies, this literature review of application-based papers analyzes the differences in the design and stra- tegic management of federated enterprise networks as a function of the actors’ relationships.

Authors with CRIS profile

Kristina Müller Department of Data Science Freimut Bodendorf Lehrstuhl für Wirtschaftsinformatik, insbesondere im Dienstleistungsbereich

How to cite

APA:

Müller, K., & Bodendorf, F. (2023). Cross-silo federated learning in enterprise networks with cooperative and competing actors. In Christine Leitner, Jens Neuhüttler, Clara Bassano and Debra Satterfield (Eds.), The Human Side of Service Engineering. AHFE (2023) International Conference.. San Francisco, US: AHFE Open Access.

MLA:

Müller, Kristina, and Freimut Bodendorf. "Cross-silo federated learning in enterprise networks with cooperative and competing actors." Proceedings of the 14th International Conference on Applied Human Factors and Ergonomics (AHFE 2023) and the Affiliated Conferences, San Francisco Ed. Christine Leitner, Jens Neuhüttler, Clara Bassano and Debra Satterfield, AHFE Open Access, 2023.

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