Evaluating Tree Explanation Methods for Anomaly Reasoning: A Case Study of SHAP TreeExplainer and TreeInterpreter

Pulkit Sharma, Shezan Rohinton Mirzan, Apurva Bhandari, Anish Pimpley, Abhiram Eswaran, Soundar Srinivasan, Liqun Shao. Evaluating Tree Explanation Methods for Anomaly Reasoning: A Case Study of SHAP TreeExplainer and TreeInterpreter. In Georg Grossmann, Sudha Ram, editors, Advances in Conceptual Modeling - ER 2020 Workshops CMAI, CMLS, CMOMM4FAIR, CoMoNoS, EmpER, Vienna, Austria, November 3-6, 2020, Proceedings. Volume 12584 of Lecture Notes in Computer Science, pages 35-45, Springer, 2020. [doi]

Authors

Pulkit Sharma

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Shezan Rohinton Mirzan

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Apurva Bhandari

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Anish Pimpley

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Abhiram Eswaran

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Soundar Srinivasan

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Liqun Shao

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