This important book describes procedures for selecting a model from a large set of competing statistical models. It includes model selection techniques for univariate and multivariate regression models, univariate and multivariate autoregressive models, nonparametric (including wavelets) and semiparametric regression models, and quasi-likelihood and robust regression models. Information-based model selection criteria are discussed, and small sample and asymptotic properties are presented. The book also provides examples and large scale simulation studies comparing the performances of information-based model selection criteria, bootstrapping, and cross-validation selection methods over a wide range of models.
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Describes procedures for selecting a model from a large set of competing statistical models. The text includes: model-selection techniques for univariate and multivariate regression models; univariate and multivariate autoregressive models; nonparametric (including wavelets) and semi-parametric models; and quasi-likelihood and robust regression models. Information-based model-selection criteria are discussed, and small-sample and asymptotic properties are presented. The book also provides examples and large-scale simulation studies comparing the performances of information-based model-selection criteria, bootstrapping and cross-validation selection methods over a range of models.
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Seller: Attic Books (ABAC, ILAB), London, ON, Canada
Hardcover. Condition: Fine. Dust Jacket Condition: Fine. xxi, 455 p. 22.5 cm. Figures and tables. Black faux leather with gold print in blue dustjacket. Topics: the univariate regression model; the univariate autoregressive model; the multivariate regression model; the vector autoregressive model; cross-validation and the bootstrap; robust regression and quasi-likelihood; nonparametric regression and wavelets; etc. Index. Seller Inventory # 116411
Seller: BennettBooksLtd, Los Angeles, CA, U.S.A.
Hardcover. Condition: New. In shrink wrap. Looks like an interesting title! Seller Inventory # Q-981023242X
Seller: BennettBooksLtd, Los Angeles, CA, U.S.A.
Hardcover. Condition: New. In shrink wrap. Looks like an interesting title! Seller Inventory # SL-981023242X