Multimodal Machine Learning in Precision Health

no code implementations • 10 Apr 2022 • Adrienne Kline, Hanyin Wang, Yikuan Li, Saya Dennis, Meghan Hutch, Zhenxing Xu, Fei Wang, Feixiong Cheng, Yuan Luo

Attempts to improve prediction and resemble the multimodal nature of clinical expert decision-making this has been met in the computational field of machine learning by a fusion of disparate data.

BIG-bench Machine Learning Decision Making

Deep learning for drug repurposing: methods, databases, and applications

no code implementations • 8 Feb 2022 • Xiaoqin Pan, Xuan Lin, Dongsheng Cao, Xiangxiang Zeng, Philip S. Yu, Lifang He, Ruth Nussinov, Feixiong Cheng

Drug development is time-consuming and expensive.

Repurpose Open Data to Discover Therapeutics for COVID-19 using Deep Learning

no code implementations • 21 May 2020 • Xiangxiang Zeng, Xiang Song, Tengfei Ma, Xiaoqin Pan, Yadi Zhou, Yuan Hou, Zheng Zhang, George Karypis, Feixiong Cheng

While this study, by no means recommends specific drugs, it demonstrates a powerful deep learning methodology to prioritize existing drugs for further investigation, which holds the potential of accelerating therapeutic development for COVID-19.