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M$^3$Care: Learning with Missing Modalities in Multimodal Healthcare Data


Oct 28, 2022
Chaohe Zhang, Xu Chu, Liantao Ma, Yinghao Zhu, Yasha Wang, Jiangtao Wang, Junfeng Zhao

* KDD 2022 
* 9 pages 

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Domain Generalization through the Lens of Angular Invariance


Oct 28, 2022
Yujie Jin, Xu Chu, Yasha Wang, Wenwu Zhu

* 15 pages, 3 figures, published as a conference paper in IJCAI2022 (modified a few mistakes) 

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A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care: Choosing the Best Model for COVID-19 Prognosis


Sep 16, 2022
Junyi Gao, Yinghao Zhu, Wenqing Wang, Yasha Wang, Wen Tang, Liantao Ma


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MedFACT: Modeling Medical Feature Correlations in Patient Health Representation Learning via Feature Clustering


Apr 21, 2022
Xinyu Ma, Xu Chu, Yasha Wang, Hailong Yu, Liantao Ma, Wen Tang, Junfeng Zhao


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SpotTune: Leveraging Transient Resources for Cost-efficient Hyper-parameter Tuning in the Public Cloud


Dec 07, 2020
Yan Li, Bo An, Junming Ma, Donggang Cao, Yasha Wang, Hong Mei

* 11 pages, accepted by ICDCS 2020 

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CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis


Jul 17, 2020
Liantao Ma, Xinyu Ma, Junyi Gao, Chaohe Zhang, Zhihao Yu, Xianfeng Jiao, Wenjie Ruan, Yasha Wang, Wen Tang, Jiangtao Wang


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StageNet: Stage-Aware Neural Networks for Health Risk Prediction


Jan 24, 2020
Junyi Gao, Cao Xiao, Yasha Wang, Wen Tang, Lucas M. Glass, Jimeng Sun


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ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context


Nov 27, 2019
Liantao Ma, Chaohe Zhang, Yasha Wang, Wenjie Ruan, Jiantao Wang, Wen Tang, Xinyu Ma, Xin Gao, Junyi Gao


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AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration


Nov 27, 2019
Liantao Ma, Junyi Gao, Yasha Wang, Chaohe Zhang, Jiangtao Wang, Wenjie Ruan, Wen Tang, Xin Gao, Xinyu Ma


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MUSEFood: Multi-sensor-based Food Volume Estimation on Smartphones


Mar 19, 2019
Junyi Gao, Weihao Tan, Liantao Ma, Yasha Wang, Wen Tang


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