Analysing data on lengths of stay of hospital patients using phase-type distributions

被引:0
|
作者
Faddy, MJ
McClean, SI
机构
[1] Univ Canterbury, Dept Math & Stat, Christchurch 1, New Zealand
[2] Univ Ulster, Sch Informat & Software Engn, Div Math, Coleraine BT52 1SA, Londonderry, North Ireland
关键词
Markov chains; phase-type distributions; data analysis; covariates;
D O I
10.1002/(SICI)1526-4025(199910/12)15:4<311::AID-ASMB395>3.0.CO;2-S
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Phase-type distributions which describe the time to absorption of a continuous-time Markov chain are applied to analyse some data on lengths of stay of hospital patients. The phases (or transient states of the Markov chain) can be interpreted in terms of increased severity of any illnesses being treated. This leads to an identification of 'short-stay', 'medium-stay' and 'long-stay' patients, with the phase-type distribution interpreted as a mixture of such components. Differential effects of two covariates, age of patient at admission and year of admission, are shown on the different phases of the distribution. Copyright (C) 1999 John Wiley & Sons, Ltd.
引用
收藏
页码:311 / 317
页数:7
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