Author

P. O'Briant

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Plant Biology· 1

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Research Focus:benchmarking· 1 Approach:contrastive learning· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1

Frequent Co-Authors

E. Cimen· 1 shared E. S. Buckler· 1 shared G. Hammer· 1 shared G. McLean· 1 shared G. Ramstein· 1 shared J. D. Washburn· 1 shared M. Cooper· 1 shared T. Reeves· 1 shared

Activity by Year

2021-2021 · peak 1/yr

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8 top collaborators · 28 mutual co-author links

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1 shared paperPlant Biology

E. Cimen

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1 paper

Recent·Most cited

Plant BiologybioRxivMay 27, 2021

Predicting phenotypes from genetic, environment, management, and historical data using CNNs

J. D. Washburn, E. Cimen, G. Ramstein…·E. S. Buckler

This paper uses CNNs to predict phenotypes from genetic, environmental, and management data, showing improved accuracy with pre-training on historical data.

DOI 10.1007/s00122-021-03943-7

deep learningcontrastive learning

𝕏 PostBluesky