A. Alioum et D. Commenges, MKVPCI: a computer program for Markov models with piecewise constant intensities and covariates, COMPUT M PR, 64(2), 2001, pp. 109-119
We present a computer program for fitting Markov models with piecewise cons
tant intensities and for estimating the effect of covariates on transition
intensities. The basic idea of the proposed approach is to introduce artifi
cial time-dependent covariates in the data to represent the time dependence
of the transition intensities, and to nse a modified time-homogeneous Mark
ov model to estimate the baseline transition intensities and the regression
coefficients. The program provides the maximum likelihood estimates of the
parameters together with their estimated standard errors, and allows testi
ng various statistical hypotheses. To illustrate the use of the program, we
present a three-stale model for analyzing the smoking habits of school chi
ldren. (C) 2001 Elsevier Science Ireland Ltd. All rights reserved.