Motif-Guided Time Series Counterfactual Explanations

Peiyu Li; Soukaïna Filali Boubrahimi; Shah Muhammad Hamdi

doi:10.1007/978-3-031-37731-0_16

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Motif-Guided Time Series Counterfactual Explanations

Peiyu Li Soukaïna Filali Boubrahimi Shah Muhammad Hamdi

Year: 2023 Lecture notes in computer science Pages: 203-215 Publisher: Springer Science+Business Media

DOI: 10.1007/978-3-031-37731-0_16

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Keywords:

Counterfactual thinking Computer science Motif (music) Artificial intelligence Attribution Machine learning Transparency (behavior) Feature (linguistics) Counterfactual conditional Data science Psychology Social psychology

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Explainable Artificial Intelligence (XAI)

Physical Sciences → Computer Science → Artificial Intelligence

Time Series Analysis and Forecasting

Physical Sciences → Computer Science → Signal Processing

Stock Market Forecasting Methods

Social Sciences → Decision Sciences → Management Science and Operations Research

Motif-Guided Time Series Counterfactual Explanations

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