Home care (HC) providers are complex structures which include medical, paramedical, and social services delivered to patients at their domicile. High randomness affects the service delivery, mainly in terms of unplanned changes in patients' conditions, which make the amount of required visits highly uncertain. In this paper, we propose a Bayesian model to represent the HC patient's demand evolution over time and to predict the demand in future periods. Results from the application to a relevant real case validate the approach, since low prediction errors are found.

(2013). Bayesian analysis and prediction of patients' demands for visits in Home care . Retrieved from http://hdl.handle.net/10446/171570

Bayesian analysis and prediction of patients' demands for visits in Home care

Argiento, Raffaele;Lanzarone, Ettore;
2013-01-01

Abstract

Home care (HC) providers are complex structures which include medical, paramedical, and social services delivered to patients at their domicile. High randomness affects the service delivery, mainly in terms of unplanned changes in patients' conditions, which make the amount of required visits highly uncertain. In this paper, we propose a Bayesian model to represent the HC patient's demand evolution over time and to predict the demand in future periods. Results from the application to a relevant real case validate the approach, since low prediction errors are found.
2013
Inglese
The Contribution of Young Researchers to Bayesian Statistics
978-3-319-02083-9
63
129
133
online
Switzerland
Cham
Springer
esperti anonimi
BAYSM 2013: Bayesian Young Statisticians Meeting, Milano, Italia, 5-6 giugno 2013;
Milano, Italia
5-6 giugno 2013
Settore ING-IND/34 - Bioingegneria Industriale
Settore MAT/06 - Probabilita' e Statistica Matematica
Bayesian Model; Development Demands; Unplanned Changes; Complete Modeling Approach; Future Planning Horizon;
info:eu-repo/semantics/conferenceObject
4
Argiento, Raffaele; Guglielmi, Alessandra; Lanzarone, Ettore; Nawajah, Inad
1.4 Contributi in atti di convegno - Contributions in conference proceedings::1.4.01 Contributi in atti di convegno - Conference presentations
reserved
Non definito
273
(2013). Bayesian analysis and prediction of patients' demands for visits in Home care . Retrieved from http://hdl.handle.net/10446/171570
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