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Early detection of Multidrug Resistance using Multivariate Time Series analysis and interpretable patient-similarity representations.

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第一作者： Óscar,Escudero-Arnanz

第一单位： Department of Signal Theory and Communications, King Juan Carlos University, Camino del Molino, 5, Fuenlabrada, 28942, Madrid, Spain. Electronic address: oscar.escudero@urjc.es.

作者： Óscar,Escudero-Arnanz ^[1] ; Antonio G,Marques ^[2] ; Inmaculada,Mora-Jiménez ^[3] ; Joaquín,Álvarez-Rodríguez ^[4] ; Cristina,Soguero-Ruiz ^[5]

作者单位： Department of Signal Theory and Communications, King Juan Carlos University, Camino del Molino, 5, Fuenlabrada, 28942, Madrid, Spain. Electronic address: oscar.escudero@urjc.es. ^[1] Department of Signal Theory and Communications, King Juan Carlos University, Camino del Molino, 5, Fuenlabrada, 28942, Madrid, Spain. Electronic address: antonio.garcia.marques@urjc.es. ^[2] Department of Signal Theory and Communications, King Juan Carlos University, Camino del Molino, 5, Fuenlabrada, 28942, Madrid, Spain. Electronic address: inmaculada.mora@urjc.es. ^[3] University Hospital of Fuenlabrada, Camino del Molino, 2, Fuenlabrada, 28942, Madrid, Spain. Electronic address: joaquin.alvarez@salud.madrid.org. ^[4] Department of Signal Theory and Communications, King Juan Carlos University, Camino del Molino, 5, Fuenlabrada, 28942, Madrid, Spain. Electronic address: cristina.soguero@urjc.es. ^[5]

关键词 Dynamic Time Warping Electronic Health Record Graph representation Knowledge extraction Multivariate Time Series Time Cluster Kernel

医学主题词人类(Humans);多元分析(Multivariate Analysis);抗药性, 多药(Drug Resistance, Multiple);Logistic模型(Logistic Models);早期诊断(Early Diagnosis);算法(Algorithms);聚类分析(Cluster Analysis)

DOI 10.1016/j.cmpb.2025.108920

PMID 40675058

发布时间 2025-08-04

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准确一般字义偏差语意偏离译文作用小提交