Protocol to explain support vector machine predictions via exact Shapley value computation

Summary: Shapley values from cooperative game theory are adapted for explaining machine learning predictions. For large feature sets used in machine learning, Shapley values are approximated. We present a protocol for two techniques for explaining support vector machine predictions with exact Shaple...

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Bibliographic Details
Main Authors: Andrea Mastropietro, Jürgen Bajorath
Format: Article
Language:English
Published: Elsevier 2024-06-01
Series:STAR Protocols
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666166724001758