GPUTreeShap: massively parallel exact calculation of SHAP scores for tree ensembles

SHapley Additive exPlanation (SHAP) values (Lundberg & Lee, 2017) provide a game theoretic interpretation of the predictions of machine learning models based on Shapley values (Shapley, 1953). While exact calculation of SHAP values is computationally intractable in general, a recursive polynomia...

Ausführliche Beschreibung

Gespeichert in:

Bibliographische Detailangaben
Veröffentlicht in:	PeerJ. Computer science Jg. 8; S. e880
Hauptverfasser:	Mitchell, Rory, Frank, Eibe, Holmes, Geoffrey
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	United States PeerJ. Ltd 05.04.2022 PeerJ, Inc PeerJ Inc
Schlagworte:	Algorithms Algorithms and Analysis of Algorithms Central processing units CPUs Data Mining and Machine Learning Decision trees Distributed and Parallel Computing GPU computing Graphics processing units Hardware Interpretability Machine learning Mathematical analysis Multiprocessing Operations research Parallel processing Pipelining (computers) Polynomials Random variables Semiconductor industry Shapley values United States Shapley values Interpretability GPU computing
ISSN:	2376-5992, 2376-5992
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Schreiben Sie den ersten Kommentar!