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Epicasting: An Ensemble Wavelet Neural Network (EWNet) for Forecasting Epidemics



Madhurima Panja , Tanujit Chakraborty , Uttam Kumar , Nan Liu


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Compositional Visual Generation with Composable Diffusion Models



Nan Liu , Shuang Li , Yilun Du , Antonio Torralba , Joshua B. Tenenbaum

* Project website: https://energy-based-model.github.io/Compositional-Visual-Generation-with-Composable-Diffusion-Models/ First three authors contributed equally 

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Balanced background and explanation data are needed in explaining deep learning models with SHAP: An empirical study on clinical decision making



Mingxuan Liu , Yilin Ning , Han Yuan , Marcus Eng Hock Ong , Nan Liu


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Towards Practical Differential Privacy in Data Analysis: Understanding the Effect of Epsilon on Utility in Private ERM



Yuzhe Li , Yong Liu , Bo Li , Weiping Wang , Nan Liu

* 16 pages,4 figures,2 tables 

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AutoScore-Ordinal: An interpretable machine learning framework for generating scoring models for ordinal outcomes



Seyed Ehsan Saffari , Yilin Ning , Xie Feng , Bibhas Chakraborty , Victor Volovici , Roger Vaughan , Marcus Eng Hock Ong , Nan Liu


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A novel interpretable machine learning system to generate clinical risk scores: An application for predicting early mortality or unplanned readmission in a retrospective cohort study



Yilin Ning , Siqi Li , Marcus Eng Hock Ong , Feng Xie , Bibhas Chakraborty , Daniel Shu Wei Ting , Nan Liu


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Benchmarking Predictive Risk Models for Emergency Departments with Large Public Electronic Health Records



Feng Xie , Jun Zhou , Jin Wee Lee , Mingrui Tan , Siqi Li , Logasan S/O Rajnthern , Marcel Lucas Chee , Bibhas Chakraborty , An-Kwok Ian Wong , Alon Dagan , Marcus Eng Hock Ong , Fei Gao , Nan Liu


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Learning to Compose Visual Relations



Nan Liu , Shuang Li , Yilun Du , Joshua B. Tenenbaum , Antonio Torralba

* NeurIPS 2021 (Spotlight), first three authors contributed equally, Website: https://composevisualrelations.github.io/ 

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Shapley variable importance clouds for interpretable machine learning



Yilin Ning , Marcus Eng Hock Ong , Bibhas Chakraborty , Benjamin Alan Goldstein , Daniel Shu Wei Ting , Roger Vaughan , Nan Liu


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Sensor Adversarial Traits: Analyzing Robustness of 3D Object Detection Sensor Fusion Models



Won Park , Nan Liu , Qi Alfred Chen , Z. Morley Mao

* 2021 IEEE International Conference on Image Processing (ICIP), 2021, pp. 484-488 

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