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Advanced Linear Modeling
- Statistical Learning and Dependent Data
Engelsk
Bogcover for Advanced Linear Modeling af Ronald Christensen, 9783030291662
Specifikationer
Sprog:
Engelsk
Sider:
608
ISBN-13:
9783030291662
Indbinding:
Paperback
ISBN-10:
3030291669
Kategori:
Udg. Dato:
8 jan 2021
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
8 jan 2021
Forfatter(e):

Advanced Linear Modeling

- Statistical Learning and Dependent Data
Engelsk
Paperback 2021
Format:

Bog beskrivelse
Now in its third edition, this companion volume to Ronald Christensen’s Plane Answers to Complex Questions uses three fundamental concepts from standard linear model theory—best linear prediction, projections, and Mahalanobis distance— to extend standard linear modeling into the realms of Statistical Learning and Dependent Data.  This new edition features a wealth of new and revised content.  In Statistical Learning it delves into nonparametric regression, penalized estimation (regularization), reproducing kernel Hilbert spaces, the kernel trick, and support vector machines.  For Dependent Data it uses linear model theory to examine general linear models, linear mixed models, time series, spatial data, (generalized) multivariate linear models, discrimination, and dimension reduction.  While numerous references to Plane Answers are made throughout the volume, Advanced Linear Modeling can be used on its own given a solid background in linear models.  Accompanying R code for the analyses is available online.
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Specifikationer
Sprog:
Engelsk
Sider:
608
ISBN-13:
9783030291662
Indbinding:
Paperback
ISBN-10:
3030291669
Kategori:
Udg. Dato:
8 jan 2021
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
8 jan 2021
Forfatter(e):
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