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Feature Interaction Interpretability: A Case for Explaining Ad-Recommendation Systems via Neural Interaction Detection

Jun 19, 2020
Michael Tsang, Dehua Cheng, Hanpeng Liu, Xue Feng, Eric Zhou, Yan Liu

* Published in ICLR 2020 

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Detecting Statistical Interactions from Neural Network Weights

Feb 27, 2018
Michael Tsang, Dehua Cheng, Yan Liu

* Published in ICLR 2018 

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On Bochner's and Polya's Characterizations of Positive-Definite Kernels and the Respective Random Feature Maps

Oct 27, 2016
Jie Chen, Dehua Cheng, Yan Liu


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Model Selection for Topic Models via Spectral Decomposition

Feb 17, 2015
Dehua Cheng, Xinran He, Yan Liu

* accepted in AISTATS 2015 

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Spectral Sparsification of Random-Walk Matrix Polynomials

Feb 12, 2015
Dehua Cheng, Yu Cheng, Yan Liu, Richard Peng, Shang-Hua Teng


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Scalable Parallel Factorizations of SDD Matrices and Efficient Sampling for Gaussian Graphical Models

Oct 20, 2014
Dehua Cheng, Yu Cheng, Yan Liu, Richard Peng, Shang-Hua Teng


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