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Physiological feature analysis in Heart Rate Turbulence using LASSO model

Abstract:

Heart Rate Turbulence (HRT) is a relevant cardiac risk stratification criterion. It is usually assess by means of turbulence slope (TS) and turbulence onset (TO) parameters. HRT is known to be affected by several physiological factors, mainly heart rate (HR) and coupling interval (CI). The physiological hypothesis accepted is the baroreflex source of the HRT. However, several studies showed different results about the relationship between CI and HRT parameters. Our aim was to propose a complete LASSO model using CI and sinus cardiac length (SCL), their powers and an interaction term as explanatory variables to account for the physiological dynamic of the TS parameter. © 2013 CCAL.

Año de publicación:

2013

Keywords:

    Fuente:

    scopusscopus

    Tipo de documento:

    Conference Object

    Estado:

    Acceso restringido

    Áreas de conocimiento:

    • Fisiología
    • Optimización matemática
    • Aprendizaje automático

    Áreas temáticas:

    • Fisiología humana

    Contribuidores:

    Figuera-Pozuelo C.Figuera-Pozuelo C.
    Barquero-Perez O.Barquero-Perez O.
    GarcÍa-Alberola A.GarcÍa-Alberola A.
    Jose Luis Rojo-ÁlvarezJose Luis Rojo-Álvarez
    Goya-Esteban R.Goya-Esteban R.
    Mora-Jimnez I.Mora-Jimnez I.