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A Unifying Framework for Markov Modeling in Discrete Space and Discrete Time

Datos Bibliográficos

ID2331655
AutoresRolf Langeheine (University of Kiel), Frank Van De Pol (Netherlands Central Bureau of Statistics)
Año1990
Volumen18
Número4
Páginas416-441
Fecha de publicación1990-05-01
Peer ReviewedSí
Open AccessSí
TipoARTICLE
RevistaSociological Methods & Research (JOURNAL)
Identificadores de la revistaISSN: 0049-1241 • E-ISSN: 1552-8294
EditorialSAGE Publications Inc (PUBLISHER)
DOI10.1177/0049124190018004002
OpenAlexW1978419712
IdiomaEN
Citas recibidas21
Referencias citadas25

The focus of this article is on Markov models for the analysis of panel data and, more specifically, on data obtained from repeated measurements of one categorical variable at several consecutive points in time. We first review developments in the field that attack the two main problems of the simple Markov model. The Mixed Markov model extends the simple model by allowing for population heterogeneity; the Latent Markov model incorporates measurement error and latent change into the simple model. Second, we present the more general Latent Mixed Markov model and show how both the Mixed Markov model and the Latent Markov model, as well as several more specific models, relate to this more general model. Finally, we reanalyze the Los Angeles panel data on depression with a focus on stability and change

Categorical variable · Econometrics · Latent variable · Latent variable model · Markov chain · Markov kernel · Markov model · Markov process · Markov property · Markov renewal process · Simple (philosophy) · Statistics · Variable-order Markov model · Computer Science · Mathematics · Spatial and Panel Data Analysis · Statistical Methods and Bayesian Inference · Urban, Neighborhood, and Segregation Studies

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Obras citantes distintas21
Citas por año0,62
Intervalo de citas1992 - 2026 (35)
Velocidad de citacióncurrent
Altamente citadoNo
Tipos de citaNeutras: 20
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