Search Results for author: Hung-I Harry Chen

Found 2 papers, 1 papers with code

GSAE: an autoencoder with embedded gene-set nodes for genomics functional characterization

no code implementations21 May 2018 Hung-I Harry Chen, Yu-Chiao Chiu, Tinghe Zhang, Songyao Zhang, Yufei Huang, Yidong Chen

We introduced the concept of the gene superset, an unbiased combination of gene sets with weights trained by the autoencoder, where each node in the latent layer is a superset.

Survival Analysis

Predicting drug response of tumors from integrated genomic profiles by deep neural networks

1 code implementation20 May 2018 Yu-Chiao Chiu, Hung-I Harry Chen, Tinghe Zhang, Songyao Zhang, Aparna Gorthi, Li-Ju Wang, Yufei Huang, Yidong Chen

We trained and tested the model on a dataset of 622 cancer cell lines and achieved an overall prediction performance of mean squared error at 1. 96 (log-scale IC50 values).

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