WindowSHAP: An Efficient Framework for Explaining Time-series
Classifiers based on Shapley Values

v1v2 (latest)

WindowSHAP: An Efficient Framework for Explaining Time-series Classifiers based on Shapley Values

11 November 2022

Sindhu Tipirneni

Chandan K. Reddy

Brandon Foreman

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Papers citing "WindowSHAP: An Efficient Framework for Explaining Time-series Classifiers based on Shapley Values"

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Title
TSRating: Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment Shunyu Wu Dan Li Haozheng Ye Zhuomin Chen Jiahui Zhou Jian Lou Zibin Zheng See-Kiong Ng AI4TS 42 0 0 02 Jun 2025
C-SHAP for time series: An approach to high-level temporal explanations Annemarie Jutte Faizan Ahmed Jeroen Linssen Maurice van Keulen AI4TS 68 0 0 15 Apr 2025
Surrogate Modeling for Explainable Predictive Time Series Corrections Alfredo Lopez Florian Sobieczky AI4TS 118 0 0 17 Jan 2025
Inherently Interpretable Time Series Classification via Multiple Instance Learning Joseph Early Gavin K. C. Cheung Kurt Cutajar Hanting Xie Jas Kandola Niall Twomey AI4TS 100 13 0 16 Nov 2023