Author

Craig B. Davis

Pfizer (United States)ORCID 0000-0002-1703-451XUnclaimed ORCID profile · follow to get notified of new preprints

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Assay:bulk RNA-seq· 1 Research Focus:differential expression· 1 Approach:statistical model· 1

Frequent Co-Authors

Aaron M. Smith· 1 shared Charles K. FisheriD· 1 shared Daniel Ziemek· 1 shared John Long· 1 shared Jonathan R. WalshiD· 1 shared Martin R. Hodge· 1 shared Mateusz MaciejewskiiD· 1 shared Peter V. HenstockiD· 1 shared

Activity by Year

2019-2019 · peak 1/yr

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10 top collaborators · 45 mutual co-author links

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1 shared paperBioinformatics

Aaron M. Smith

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1 paper

Recent·Most cited

Deep Learning of Representations for Transcriptomics-based Phenotype Prediction

Aaron M. Smith, Jonathan R. Walsh, John Long, Craig B. Davis, Peter V. Henstock, Martin R. Hodge, Mateusz Maciejewski, Xinmeng Jasmine Mu, Stephen Ra, Shanrong Zhao, Daniel Ziemek, Charles K. Fisher

The paper evaluates representation learning techniques for transcriptomics-based phenotype prediction using public data and finds that l2-regularized regression on centered log-ratio transformed abundances performs best.

bioRxiv · Mar 15, 2019 · PreprintBioinformatics