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Understanding regression analysisa conditional distribution approach /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Understanding regression analysisPeter H. Westfall, Andrea L. Arias.
Reminder of title:	a conditional distribution approach /
Author:	Westfall, Peter H.,
other author:	Arias, Andrea L.
Published:	Boca Raton, FL :CRC Press,c2020.
Description:	1 online resource.
Notes:	"A Chapman & Hall book."
Subject:	Regression analysis.
Online resource:	https://www.taylorfrancis.com/books/9781003025764
ISBN:	9781003025764$q(ebook)

Understanding regression analysisa conditional distribution approach /
Westfall, Peter H.,1957-

Understanding regression analysisa conditional distribution approach /[electronic resource] :Peter H. Westfall, Andrea L. Arias. - Boca Raton, FL :CRC Press,c2020. - 1 online resource.

"A Chapman & Hall book."

Includes bibliographical references and index.

"This book unifies diverse regression applications including the classical model, ANOVA models, generalized models including Poisson, Negative binomial, logistic, and survival, neural networks and decision trees under a common umbrella; namely, the conditional distribution model. It explains why the conditional distribution model is the correct model, also explains why the assumptions of the classical regression model are wrong. This one takes a realistic approach from the outset that all models are just approximations. The emphasis is to model Nature's processes realistically, rather than to assume that Nature works in particular, constrained ways"--

ISBN: 9781003025764$q(ebook)

LCCN: 2020003322Subjects--Topical Terms:

181872
Regression analysis.

LC Class. No.: QA278.2

Dewey Class. No.: 519.5/36

Understanding regression analysisa conditional distribution approach /
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020 $a 9781003025764$q(ebook)
020 $z 9780367458522$q(hardback)
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040 $a DLC $b eng $c DLC $d DLC
041 0 $a eng
050 0 0 $a QA278.2
082 0 0 $a 519.5/36 $2 23
100 1 $a Westfall, Peter H., $d 1957- $3 507088
245 1 0 $a Understanding regression analysis $h [electronic resource] : $b a conditional distribution approach / $c Peter H. Westfall, Andrea L. Arias.
260 $a Boca Raton, FL : $b CRC Press, $c c2020.
300 $a 1 online resource.
500 $a "A Chapman & Hall book."
504 $a Includes bibliographical references and index.
520 $a "This book unifies diverse regression applications including the classical model, ANOVA models, generalized models including Poisson, Negative binomial, logistic, and survival, neural networks and decision trees under a common umbrella; namely, the conditional distribution model. It explains why the conditional distribution model is the correct model, also explains why the assumptions of the classical regression model are wrong. This one takes a realistic approach from the outset that all models are just approximations. The emphasis is to model Nature's processes realistically, rather than to assume that Nature works in particular, constrained ways"-- $c Provided by publisher.
588 $a Description based on print version record.
650 0 $a Regression analysis. $3 181872
700 1 $a Arias, Andrea L. $3 931004
856 4 0 $u https://www.taylorfrancis.com/books/9781003025764