9780367342906: Data Driven Approaches for Healthcare: Machine learning for Identifying High Utilizers (Chapman & Hall/CRC Big Data)
Hardcover
ISBN 10: 0367342901 ISBN 13: 9780367342906
Verlag: Taylor & Francis Ltd, 2019

Inhaltsangabe

Health care utilization routinely generates vast amounts of data from sources ranging from electronic medical records, insurance claims, vital signs, and patient-reported outcomes. Predicting health outcomes using data modeling approaches is an emerging field that can reveal important insights into disproportionate spending patterns. This book presents data driven methods, especially machine learning, for understanding and approaching the high utilizers problem, using the example of a large public insurance program. It describes important goals for data driven approaches from different aspects of the high utilizer problem, and identifies challenges uniquely posed by this problem.

Key Features:

  • Introduces basic elements of health care data, especially for administrative claims data, including disease code, procedure codes, and drug codes
  • Provides tailored supervised and unsupervised machine learning approaches for understanding and predicting the high utilizers
  • Presents descriptive data driven methods for the high utilizer population
  • Identifies a best-fitting linear and tree-based regression model to account for patients’ acute and chronic condition loads and demographic characteristics

    • Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

    Über die Autorin bzw. den Autor

    Chengliang Yang, Department of Computer Science, University of Florida Chris Delcher, Institute of Child Health Policy, University of Florida Elizabeth Shenkman, Institute of Child Health Policy, University of Florida Sanjay Ranka, Department of Computer Science, University of Florida.

    „Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

    Verlag
    Taylor & Francis Ltd
    Erscheinungsdatum
    2019
    Sprache
    Englisch
    ISBN 10 
    0367342901
    ISBN 13 
    9780367342906
    Einband
    Gebundene Ausgabe
    Anzahl der Seiten
    108
    Kontakt zum Hersteller
    Nicht verfügbar
    Verantwortliche Person
    Buchpark GmbH
    gpsr@buchpark.de

    Krügerweg 1
    Trebbin
    Brandenburg
    14959
    Deutschland

    Weitere beliebte Ausgaben desselben Titels

    9781032088686: Data Driven Approaches for Healthcare: Machine learning for Identifying High Utilizers (Chapman & Hall/Crc Big Data Series)

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