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Machine Learning as Ecology

Machine learning methods have had spectacular success on numerous problems. Here we show that a prominent class of learning algorithms - including Support Vector Machines (SVMs) - have a natural interpretation in terms of ecological dynamics. We use these ideas to design new online SVM algorithms th...

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Pubblicato in:J Phys A Math Theor
Autori principali: Howell, Owen, Wenping, Cui, Marsland, Robert, Mehta, Pankaj
Natura: Artigo
Lingua:Inglês
Pubblicazione: 2020
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Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC7779242/
https://ncbi.nlm.nih.gov/pubmed/33403001
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1088/1751-8121/ab956e
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