Clustering Large-Scale Biomedical Data to Model Dynamic Accumulation Processes in Disease Progression and Anti-Microbial Resistance Evolution

Clustering Large-Scale Biomedical Data to Model Dynamic Accumulation Processes in Disease Progression and Anti-Microbial Resistance Evolution

Accumulation modelling uses machine learning to discover the dynamics by which systems acquire discrete features over time. Many systems of biomedical interest show such dynamics: from bacteria acquiring resistances to sets of drugs, to patients acquiring symptoms during the course of progressive di...

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Bibliographic Details
Main Authors: Kazeem A. Dauda, Olav N. L. Aga, Iain G. Johnston
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Accumulation modeling
anti-microbial resistance
big data
clustering
genomic data
Markov model
Online Access:https://ieeexplore.ieee.org/document/10835078/
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