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Catalogue Information
Field name	Details
Dewey Class	519.2
Title	Advanced Linear Modeling ([EBook] :) : Multivariate, Time Series, and Spatial Data; Nonparametric Regression and Response Surface Maximization / / by Ronald Christensen.
Author	Christensen, Ronald
Other name(s)	SpringerLink (Online service)
Edition statement	Second Edition.
Publication	New York, NY : : Springer New York : : Imprint: Springer, , 2001.
Physical Details	XIV, 398 p. : online resource.
Series	Springer Texts in Statistics 1431-875X
ISBN	9781475738476
Summary Note	This is the second edition of Linear Models for Multivariate, Time Series and Spatial Data. It has a new title to indicate that it contains much new material. The primary changes are the addition of two new chapters: one on nonparametric regression and one on response surface maximization. As before, the presentations focus on the linear model aspects of the subject. For example, in the nonparametric regression chapter there is very little about kernal regression estimation but quite a bit about series approxi mations, splines, and regression trees, all of which can be viewed as linear modeling. The new edition also includes various smaller changes. Of particular note are a subsection in Chapter 1 on modeling longitudinal (repeated measures) data and a section in Chapter 6 on covariance structures for spatial lattice data. I would like to thank Dale Zimmerman for the suggestion of incor porating material on spatial lattices. Another change is that the subject index is now entirely alphabetical.:
Contents note	1 Multivariate Linear Models -- 2 Discrimination and Allocation -- 3 Principal Components and Factor Analysis -- 4 Frequency Analysis of Time Series -- 5 Time Domain Analysis -- 6 Linear Models for Spatial Data: Kriging -- 7 Nonparametric Regression -- 8 Response Surface Maximization -- References -- Author Index.
System details note	Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users)
Internet Site	http://dx.doi.org/10.1007/978-1-4757-3847-6
Links to Related Works	Subject References: Computational Mathematics and Numerical Analysis . Computer mathematics . Mathematics . Probabilities . Probability theory and stochastic processes . Statistical Theory and Methods . Statistics . Authors: Christensen, Ronald . Corporate Authors: SpringerLink (Online service) . Series: Springer Texts in Statistics . Classification: 519.2 .

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Advanced Linear Modeling: Multivariate, Time Series, and Spatial Data; Nonparametric Regression and Response Surface Maximization

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