Browsing by Subject "Link function"
Now showing items 1-6 of 6
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Count Time Series Models
(2012)We review regression models for count time series. We discuss the approach that is based on generalized linear models and the class of integer autoregressive processes. The generalized linear models' framework provides ...
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A generalized-moments specification test for the logistic link
(1999)The authors consider the problem of testing the validity of the logistic regression model using a random sample. Given the values of the response variable, they observe that the sample actually consists of two independent ...
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Nonlinear Poisson autoregression
(2012)We study statistical properties of a class of non-linear models for regression analysis of count time series. Under mild conditions, it is shown that a perturbed version of the model is geometrically ergodic and possesses ...
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Partial likelihood inference for time series following generalized linear models
(2004)The present article offers a certain unifying approach to time series regression modelling by combining partial likelihood (PL) inference and generalized linear models. An advantage gained by resorting to PL is that the ...
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Quasi-likelihood inference for negative binomial time series models
(2014)We study inference and diagnostics for count time series regression models that include a feedback mechanism. In particular, we are interested in negative binomial processes for count time series. We study probabilistic ...
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Article
Regression Theory for Categorical Time Series
(2003)Categorical - or qualitative - time series data with random time-dependent covariates are frequently encountered in diverse applications as the list of examples shows. As with "ordinary" time series, the data analyst is ...