Machine learning in biological research: key algorithms, applications, and future directions.

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Title: Machine learning in biological research: key algorithms, applications, and future directions.
Authors: Alam MNU; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.; School of Plant Sciences, Arizona Genomics Institute, University of Arizona, Tucson, AZ, USA.; Department of Biochemistry and Molecular Biology, Plant Biotechnology Laboratory, University of Dhaka, Dhaka, Bangladesh., Basava K; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA., Chitransh A; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA., Fattah HMA; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA., Garcia-Verdugo HD; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA., Lo SH; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA., Lohchab T; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA., Martinet KM; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA., Román-Palacios C; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA. cromanpa@arizona.edu.; Center for Diverse Leadership in Science, University of California, Los Angeles, CA, USA. cromanpa@arizona.edu., Salazar JC; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.; Department of Biology, Washington University, St. Louis, MO, USA.; Department of Neurosurgery, Mayo Clinic, Jacksonville, FL, USA., Van Boxel D; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.; Applied Math GIDP, University of Arizona, Tucson, AZ, USA.
Source: BMC biology [BMC Biol] 2025 Oct 29; Vol. 23 (1), pp. 324. Date of Electronic Publication: 2025 Oct 29.
Publication Type: Journal Article; Review
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101190720 Publication Model: Electronic Cited Medium: Internet ISSN: 1741-7007 (Electronic) Linking ISSN: 17417007 NLM ISO Abbreviation: BMC Biol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning in biological research: key algorithms, applications, and future directions.
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  Data: <searchLink fieldCode="AU" term="%22Alam+MNU%22">Alam MNU</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.; School of Plant Sciences, Arizona Genomics Institute, University of Arizona, Tucson, AZ, USA.; Department of Biochemistry and Molecular Biology, Plant Biotechnology Laboratory, University of Dhaka, Dhaka, Bangladesh.<br /><searchLink fieldCode="AU" term="%22Basava+K%22">Basava K</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Chitransh+A%22">Chitransh A</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Fattah+HMA%22">Fattah HMA</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Garcia-Verdugo+HD%22">Garcia-Verdugo HD</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Lo+SH%22">Lo SH</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Lohchab+T%22">Lohchab T</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Martinet+KM%22">Martinet KM</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Román-Palacios+C%22">Román-Palacios C</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA. cromanpa@arizona.edu.; Center for Diverse Leadership in Science, University of California, Los Angeles, CA, USA. cromanpa@arizona.edu.<br /><searchLink fieldCode="AU" term="%22Salazar+JC%22">Salazar JC</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.; Department of Biology, Washington University, St. Louis, MO, USA.; Department of Neurosurgery, Mayo Clinic, Jacksonville, FL, USA.<br /><searchLink fieldCode="AU" term="%22Van+Boxel+D%22">Van Boxel D</searchLink>; Data Diversity Lab, College of Information Science, University of Arizona, Tucson, AZ, USA.; Applied Math GIDP, University of Arizona, Tucson, AZ, USA.
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  Data: <searchLink fieldCode="JN" term="%22101190720%22">BMC biology</searchLink> [BMC Biol] 2025 Oct 29; Vol. 23 (1), pp. 324. <i>Date of Electronic Publication: </i>2025 Oct 29.
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