Title: The CHIC Model: A Global Model for Coupled Binary Data
Authors: Wilderjans, Tom ×
Ceulemans, Eva
Van Mechelen, Iven #
Issue Date: Dec-2008
Publisher: Springer
Series Title: Psychometrika vol:73 issue:4 pages:729-751
Abstract: Often problems result in the collection of coupled data, which consist of different N-way N-mode data blocks that have one or more modes in common. To reveal the structure underlying such data, an integrated modeling strategy, with a single set of parameters for the common mode(s), that is estimated based on the information in all data blocks, may be most appropriate. Such a strategy implies a global model, consisting of different N-way N-mode submodels, and a global loss function that is a (weighted) sum of the partial loss functions associated with the different submodels. In this paper, such a global model for an integrated analysis of a three-way three-mode binary data array and a two-way two-mode binary data matrix that have one mode in common is presented. A simulated annealing algorithm to estimate the model parameters is described and evaluated in a simulation study. An application of the model to real psychological data is discussed.
ISSN: 0033-3123
Publication status: published
KU Leuven publication type: IT
Appears in Collections:Quantitative Psychology and Individual Differences
Methodology of Educational Sciences
× corresponding author
# (joint) last author

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