Matthew Field

Matthew Field

Director of AI Medicine and Engineering. Electrical engineer and AI researcher working across federated learning, medical image analysis, robotics, and healthcare data systems.

Development of federated learning neural networks with combined horizontal and vertical data partitioning

Published in Applied Soft Computing, 2026

Graphical abstract

Overview of a federated learning approach used for collaborative development of neural networks with combined horizontal and vertical data partitioning while preserving privacy.

Authors: Amir Anees, Matthew Field, Lois Holloway

Published in: Applied Soft Computing

DOI / Publisher link: https://doi.org/10.1016/j.asoc.2026.114734

Keywords: Distributed learning, Federated learning, Neural networks, Horizontal data partitioning, Vertical data partitioning, Privacy-preserving

BibTeX: Download

Recommended citation: Amir Anees, Matthew Field, Lois Holloway (2026). "Development of federated learning neural networks with combined horizontal and vertical data partitioning." Applied Soft Computing. 114734.
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