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

Journal of Biomedical Informatics (JBI), 2022

11 November 2022

Sindhu Tipirneni

Chandan K. Reddy

Brandon Foreman

ArXiv (abs)PDF HTML

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

10 / 10 papers shown

Title
Lightweight Time Series Data Valuation on Time Series Foundation Models via In-Context Finetuning Shunyu Wu Tianyue Li Yixuan Leng Jingyi Suo Jian Lou Dan Li See-Kiong Ng AI4TS 60 0 0 10 Nov 2025
ShapeX: Shapelet-Driven Post Hoc Explanations for Time Series Classification Models Bosong Huang Ming Jin Yuxuan Liang Johan Barthelemy Debo Cheng Qingsong Wen Chenghao Liu Shirui Pan AI4TS 124 0 0 23 Oct 2025
From Prototypes to Sparse ECG Explanations: SHAP-Driven Counterfactuals for Multivariate Time-Series Multi-class Classification Maciej Mozolewski Betül Bayrak Kerstin Bach Grzegorz J. Nalepa 83 1 0 22 Oct 2025
HyMaTE: A Hybrid Mamba and Transformer Model for EHR Representation Learning Md Mozaharul Mottalib T. Phan Rahmatollah Beheshti Mamba 130 1 0 28 Sep 2025
Explainable Unsupervised Multi-Anomaly Detection and Temporal Localization in Nuclear Times Series Data with a Dual Attention-Based Autoencoder Konstantinos Vasili Zachery T. Dahm Stylianos Chatzidakis AI4TS 124 0 0 15 Sep 2025
An Unsupervised Deep Explainable AI Framework for Localization of Concurrent Replay Attacks in Nuclear Reactor Signals Konstantinos Vasili Zachery T. Dahm William Richards AAML 122 2 0 05 Aug 2025
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 179 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 165 2 0 15 Apr 2025
Surrogate Modeling for Explainable Predictive Time Series Corrections Alfredo Lopez Florian Sobieczky AI4TS 338 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 373 23 0 16 Nov 2023