[Depmix-commits] r356 - papers/individual
noreply at r-forge.r-project.org
noreply at r-forge.r-project.org
Mon Feb 22 20:58:49 CET 2010
Author: ingmarvisser
Date: 2010-02-22 20:58:48 +0100 (Mon, 22 Feb 2010)
New Revision: 356
Added:
papers/individual/Review of Visser chapter.doc
papers/individual/abstract.txt
papers/individual/address.doc
papers/individual/igt4.pdf
papers/individual/individual.doc
papers/individual/individual1.doc
papers/individual/post4.pdf
Log:
individual series book chapter
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+
+Title: A Framework for Modelling Discrete Change
+
+Author: Ingmar Visser
+
+
+Abstract
+
+A class of models is developed for measuring and detecting discrete change
+in learning and development. The basic model for detecting such change is
+the latent or hidden Markov model. Traditionally, these models were
+restricted to categorical, mostly binary, observed variables, placing
+severe restrictions on possible measurement models. In this paper, the
+basic model is extended to include arbitrary distributions for the observed
+variables, including multi-variate distributions. Moreover, there is
+optional support to include time-varying predictors. In effect, this model
+consists of mixtures of general linear models with Markovian depencies over
+time to model the change process. In addition, transition parameters can
+be made to depend on covariates as well, such that the switching regime
+between states depends on characteristics of the individual or the
+experimental situation. The model is illustrated with several examples
+from experimental psychology and categorization learning.
+
+
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