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Time-series count d...
Time-series count data regression
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- Brännäs, Kurt (author)
- Umeå universitet,Nationalekonomi
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- Johansson, Per (author)
- Umeå universitet,Nationalekonomi
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(creator_code:org_t)
- Informa UK Limited, 1994
- 1994
- English.
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In: Communications in Statistics - Theory and Methods. - : Informa UK Limited. - 0361-0926 .- 1532-415X. ; 23:10, s. 2907-2925
- Related links:
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Subject headings
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- The count data model studied in the paper extends the Poisson model by allowing for overdispersion and serial correlation. Alternative approaches to estimate nuisance parameters, required for the correction of the Poisson maximum likelihood covariance matrix estimator and for a quasi-likelihood estimator, are studied. The estimators are evaluated by finite sample Monte Carlo experimentation. It is found that the Poisson maximum likelihood estimator with corrected covariance matrix estimators provide reliable inferences for longer time series. Overdispersion test statistics are wellbehaved, while conventional portmanteau statistics for white noise have too large sizes. Two empirical illustrations are included.
Subject headings
- NATURVETENSKAP -- Matematik -- Sannolikhetsteori och statistik (hsv//swe)
- NATURAL SCIENCES -- Mathematics -- Probability Theory and Statistics (hsv//eng)
Keyword
- poisson regression
- overdispersion
- serial correlation
- inference
- maximum likelihood
- least squares
- method of moments
Publication and Content Type
- ref (subject category)
- art (subject category)
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