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On learning functions over biological sequence space: relating Gaussian process priors, regularization, and gauge fixing.

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Title: On learning functions over biological sequence space: relating Gaussian process priors, regularization, and gauge fixing.
Authors: Petti S; Department of Mathematics, Tufts University, Medford, MA, 02155, USA. samantha.petti@tufts.edu., Martí-Gómez C; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA., Kinney JB; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA., Zhou J; Department of Biology, University of Florida, Gainesville, FL, 32611, USA., McCandlish DM; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA.
Source: Journal of mathematical biology [J Math Biol] 2026 Apr 29; Vol. 92 (5). Date of Electronic Publication: 2026 Apr 29.
Publication Type: Journal Article
Journal Info: Publisher: Springer Verlag Country of Publication: Germany NLM ID: 7502105 Publication Model: Electronic Cited Medium: Internet ISSN: 1432-1416 (Electronic) Linking ISSN: 03036812 NLM ISO Abbreviation: J Math Biol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Petti+S%22">Petti S</searchLink>; Department of Mathematics, Tufts University, Medford, MA, 02155, USA. samantha.petti@tufts.edu.<br /><searchLink fieldCode="AU" term="%22Martí-Gómez+C%22">Martí-Gómez C</searchLink>; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA.<br /><searchLink fieldCode="AU" term="%22Kinney+JB%22">Kinney JB</searchLink>; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA.<br /><searchLink fieldCode="AU" term="%22Zhou+J%22">Zhou J</searchLink>; Department of Biology, University of Florida, Gainesville, FL, 32611, USA.<br /><searchLink fieldCode="AU" term="%22McCandlish+DM%22">McCandlish DM</searchLink>; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA.
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