Author

Valery R. Polyakov

ORCID 0000-0001-5135-4376Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Bioinformatics· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:drug response / drug discovery· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

Éric MartiniD· 1 shared Li TianiD· 1 shared Prasenjit K. MukherjeeiD· 1 shared Xiang‐Wei ZhuiD· 1 shared Xin LiuiD· 1 shared

Activity by Year

2019-2019 · peak 1/yr

Co-Author Collaboration Network

5 top collaborators · 10 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioinformatics

Éric MartinORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

BioinformaticsJournal of Chemical Information and ModelingPeer-reviewedSep 13, 2019

All-Assay-Max2 pQSAR: Activity predictions as accurate as 4-concentration IC50s for 8,558 Novartis assays

Éric Martin, Valery R. Polyakov, Xiang‐Wei Zhu…·Xin Liu

The paper introduces All-Assay-Max2 pQSAR, a multi-task machine learning method that achieves IC50 prediction accuracy comparable to 4-concentration experiments across 8,558 Novartis assays.

85 citationstop 2%

machine learning (classical)drug response / drug discovery

𝕏 PostBluesky