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...
Main Authors: | Rory Mitchell, Eibe Frank, Geoffrey Holmes |
---|---|
Format: | Article |
Language: | English |
Published: |
PeerJ Inc.
2022-04-01
|
Series: | PeerJ Computer Science |
Subjects: | |
Online Access: | https://peerj.com/articles/cs-880.pdf |
Similar Items
-
Detecting Web-Based Attacks with SHAP and Tree Ensemble Machine Learning Methods
by: Samuel Ndichu, et al.
Published: (2021-12-01) -
Explainable AI for Intrusion Detection Systems: LIME and SHAP Applicability on Multi-Layer Perceptron
by: Diogo Gaspar, et al.
Published: (2024-01-01) -
Classification and Explanation for Intrusion Detection System Based on Ensemble Trees and SHAP Method
by: Thi-Thu-Huong Le, et al.
Published: (2022-02-01) -
Ensembles of Random SHAPs
by: Lev Utkin, et al.
Published: (2022-11-01) -
Unboxing Industry-Standard AI Models for Male Fertility Prediction with SHAP
by: Debasmita GhoshRoy, et al.
Published: (2023-03-01)