Large-scale classification of metagenomic samples: a comparative analysis of classical machine learning techniques vs a novel brain-inspired hyperdimensional computing approach

Classical machine learning techniques have revolutionized bioinformatics, enabling researchers to extract knowledge from complex biological data. However, these techniques often struggle with high-dimensional data, where the increasing number of features leads to decreased performance, also affectin...

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Veröffentlicht in:bioRxiv
Hauptverfasser: Joshi, Jayadev, Cumbo, Fabio, Blankenberg, Daniel
Format: Journal Article Paper
Sprache:Englisch
Veröffentlicht: United States Cold Spring Harbor Laboratory 07.07.2025
Ausgabe:1.1
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ISSN:2692-8205, 2692-8205
Online-Zugang:Volltext
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