Publications

Zhengze Zhou, Giles Hooker (2021). Unbiased Measurement of Feature Importance in Tree-Based Methods. ACM Transactions on Knowledge Discovery from Data (TKDD).

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Zhengze Zhou, Richard B Darlington (2021). SILR: A New Exact Test for Demonstrating That an Effect Exists in Binary Trials. PsyArXiv.

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Zhengze Zhou, Giles Hooker, Fei Wang (2021). S-LIME: Stabilized-LIME for Model Explanation. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21), August 14–18, 2021, Virtual Event, Singapore.

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Zhengze Zhou, Lucas Mentch, Giles Hooker (2019). V-statistics and Variance Estimation. arXiv preprint arXiv:1912.01089.

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Xilei Zhao, Zhengze Zhou, Xiang Yan, Pascal Van Hentenryck (2019). Distilling Black-Box Travel Mode Choice Model for Behavioral Interpretation. Proceedings of Transportation Research Board 99th Annual Meeting, Washington, DC.

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Yichen Zhou, Zhengze Zhou, Giles Hooker (2018). Approximation trees: Statistical stability in model distillation. arXiv preprint arXiv:1808.07573.

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