Title :
Latent class DEDICOM
Author :
Takane, Yoshio ; Kiers, Henk A L
Author_Institution :
Dept. of Psychol., McGill Univ., Montreal, Que., Canada
Abstract :
A probabilistic DEDICOM model is proposed for mobility tables. The model attempts to explain observed transition probabilities by a latent mobility table and a set of transition probabilities from latent classes to observed classes. The model captures asymmetry in observed mobility tables by asymmetric latent mobility tables. It may be viewed as a special case of both the latent class model and DEDICOM with special constraints. A maximum penalized likelihood (MPL) method is developed for parameter estimation. The EM algorithm is adapted for the MPL estimation. An example is given to illustrate the proposed method
Keywords :
data analysis; maximum likelihood estimation; probability; DEDICOM model; EM algorithm; asymmetric latent mobility tables; latent classes; maximum penalized likelihood method; observed classes; parameter estimation; probabilistic model; regularized information criterion; transition probabilities;
Conference_Titel :
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-7078-3
DOI :
10.1109/NAFIPS.2001.944407