An overview of composite likelihood methods

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Abstract

A survey of recent developments in the theory and application of composite likelihood is provided, building on the review paper of Varin (2008). A range of application areas, including geostatistics, spatial extremes, and space-time models, as well as clustered and longitudinal data and time series are considered. The important area of applications to statistical genetics is omitted, in light of Larribe and Fearnhead (2011). Emphasis is given to the development of the theory, and the current state of knowledge on efficiency and robustness of composite likelihood inference.

Item Type: Journal Article
Subjects: Q Science > QA Mathematics
Divisions: Faculty of Science, Engineering and Medicine > Science > Statistics
Library of Congress Subject Headings (LCSH): Copulas (Mathematical statistics), generalized estimating equations, Estimation theory, Longitudinal method, Multivariate analysis, Time-series analysis
Journal or Publication Title: Statistica Sinica
Publisher: Academia Sinica * Institute of Statistical Science
ISSN: 1017-0405
Official Date: 2011
Dates:
Date
Event
2011
Published
Volume: Vol.21
Number: No.1
Page Range: pp. 5-42
Status: Peer Reviewed
Publication Status: Published
Funder: Italy. Ministero dell'istruzione, dell'università e della ricerca (MIUR), Natural Sciences and Engineering Research Council Canada (NSERC), Economic and Social Research Council (Great Britain) (ESRC), Engineering and Physical Sciences Research Council (EPSRC)
URI: https://wrap.warwick.ac.uk/41190/

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