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Expectation pooling: an effective and interpretable pooling method for predicting DNA–protein binding

MOTIVATION: Convolutional neural networks (CNNs) have outperformed conventional methods in modeling the sequence specificity of DNA–protein binding. While previous studies have built a connection between CNNs and probabilistic models, simple models of CNNs cannot achieve sufficient accuracy on this...

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Bibliographic Details
Published in:Bioinformatics
Main Authors: Luo, Xiao, Tu, Xinming, Ding, Yang, Gao, Ge, Deng, Minghua
Format: Artigo
Language:Inglês
Published: Oxford University Press 2020
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Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC7703793/
https://ncbi.nlm.nih.gov/pubmed/31598637
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/bioinformatics/btz768
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