PCVR: a pre-trained contextualized visual representation for DNA sequence classification

Abstract Background The classification of DNA sequences is pivotal in bioinformatics, essentially for genetic information analysis. Traditional alignment-based tools tend to have slow speed and low recall. Machine learning methods learn implicit patterns from data with encoding techniques such as k-...

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Bibliographic Details
Main Authors: Jiarui Zhou, Hui Wu, Kang Du, Wengang Zhou, Cong-Zhao Zhou, Houqiang Li
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Bioinformatics
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Online Access:https://doi.org/10.1186/s12859-025-06136-x
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