Author

Kannan Ramchandran

University of California, BerkeleyORCID 0000-0002-4567-328XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Approach:deep learning· 1

Frequent Co-Authors

Amirali AghazadehiD· 1 shared David H. BrookesiD· 1 shared Hunter M. NisonoffiD· 1 shared Jennifer ListgarteniD· 1 shared O. Ozan KoyluogluiD· 1 shared Orhan ÖçaliD· 1 shared Yijie HuangiD· 1 shared

Activity by Year

2021-2021 · peak 1/yr

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7 top collaborators · 21 mutual co-author links

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1 shared paperBioinformatics

Amirali AghazadehORCID

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1 paper

Recent·Most cited

Sparse Epistatic Regularization of Deep Neural Networks for Inferring Fitness Functions

Amirali Aghazadeh, Hunter M. Nisonoff, Orhan Öçal, David H. Brookes, Yijie Huang, O. Ozan Koyluoglu, Jennifer Listgarten, Kannan Ramchandran

This paper introduces a method to improve deep neural network predictions of fitness functions by leveraging sparse epistatic interactions in genetic sequences.

Nature Communications · Sep 1, 2021Peer-reviewedBioinformatics