313 citations · 2.9k across the 155 of their papers we have counts for
8 papers · 2 filters
A Self-Organizing Tensor Architecture for Multi-View Clustering
Lifang He, Chun-ta Lu, Yong Chen +4
In many real-world applications, data are often unlabeled and comprised of different representations/views which often provide information complementary to each other. Although sev…
Supervised Nonnegative Matrix Factorization to Predict ICU Mortality Risk
Guoqing Chao, Chengsheng Mao, Fei Wang +2
ICU mortality risk prediction is a tough yet important task. On one hand, due to the complex temporal data collected, it is difficult to identify the effective features and interpr…
Integrative Analysis of Patient Health Records and Neuroimages via Memory-based Graph Convolutional Network
Xi Sheryl Zhang, Jingyuan Chou, Fei Wang
With the arrival of the big data era, more and more data are becoming readily available in various real-world applications and those data are usually highly heterogeneous. Taking c…
A Multi-View Ensemble Classification Model for Clinically Actionable Genetic Mutations
Xi Sheryl Zhang, Dandi Chen, Yongjun Zhu +5
This paper presents details of our winning solutions to the task IV of NIPS 2017 Competition Track entitled Classifying Clinically Actionable Genetic Mutations. The machine learnin…
Drug Similarity Integration Through Attentive Multi-view Graph Auto-Encoders
Tengfei Ma, Cao Xiao, Jiayu Zhou +1
Drug similarity has been studied to support downstream clinical tasks such as inferring novel properties of drugs (e.g. side effects, indications, interactions) from known properti…
Demystifying Differentiable Programming: Shift/Reset the Penultimate Backpropagator
Fei Wang, Daniel Zheng, James Decker +3
Deep learning has seen tremendous success over the past decade in computer vision, machine translation, and gameplay. This success rests in crucial ways on gradient-descent optimiz…