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Fundamentals of causal inference : =...

Brumback, Babette A.,

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Fundamentals of causal inference : = with R /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Fundamentals of causal inference :/ Babette A. Brumback.
Reminder of title:	with R /
Author:	Brumback, Babette A.,
Published:	Boca Raton, FL :CRC Press, : 2022.,
Description:	xii, 236 p. :ill. ;25 cm.
[NT 15003449]:	1 Introduction -- 2 Conditional probability and expectation -- 3 Potential outcomes and the fundamental problem of causal inference -- 4 Effect-measure modification and causal interaction -- 5 Causal directed acyclic graphs -- 6 Adjusting for confounding : backdoor method via standardization -- 7 Adjusting for confounding : difference-in-differences estimators -- 8 Adjusting for confounding : front-door method -- 9 Adjusting for confounding : instrumental variables -- 10 Adjusting for confounding : propensity-score methods -- 11 Gaining efficiency with precision variables -- 12 Mediation -- 13 Adjusting for time-dependent confounding.
Subject:	Estimation theory. -
ISBN:	9780367705053

Fundamentals of causal inference : = with R /
Brumback, Babette A.,

Fundamentals of causal inference :with R /Babette A. Brumback. - 1st ed. - Boca Raton, FL :CRC Press,2022. - xii, 236 p. :ill. ;25 cm. - Chapman & Hall/CRC texts in statistical science series. - Texts in statistical science..

Includes bibliographical references and index.

1 Introduction -- 2 Conditional probability and expectation -- 3 Potential outcomes and the fundamental problem of causal inference -- 4 Effect-measure modification and causal interaction -- 5 Causal directed acyclic graphs -- 6 Adjusting for confounding : backdoor method via standardization -- 7 Adjusting for confounding : difference-in-differences estimators -- 8 Adjusting for confounding : front-door method -- 9 Adjusting for confounding : instrumental variables -- 10 Adjusting for confounding : propensity-score methods -- 11 Gaining efficiency with precision variables -- 12 Mediation -- 13 Adjusting for time-dependent confounding.

ISBN: 9780367705053GBP56.99

LCCN: 2021022048Subjects--Topical Terms:

565962
Estimation theory.

LC Class. No.: QA276.8 / .B78 2022

Dewey Class. No.: 519.5/4

Fundamentals of causal inference : = with R /
LDR:01803cam a2200313 a 450 001 2319540
003 OCoLC
005 20231107205030.0
008 230908s2022 flua b 001 0 eng
010 $a 2021022048
020 $a 9780367705053 $q (hbk.) : $c GBP56.99
020 $a 0367705052 $q (hbk.)
020 $a 9780367705091 $q (pbk.)
020 $a 0367705095 $q (pbk.)
020 $z 9781003146674 $q (ebook)
020 $z 9781000470338 $q (ePub)
020 $z 9781000470307 $q (PDF)
035 $a (OCoLC)1269415774
040 $a LBSOR/DLC $b eng $c DLC $d OCLCO $d OCLCF $d YDX $d OCLCO $d UIU $d JG0 $d OCLCO
042 $a pcc
050 0 0 $a QA276.8 $b .B78 2022
082 0 0 $a 519.5/4 $2 23
100 1 $a Brumback, Babette A., $e author. $3 3641017
245 1 0 $a Fundamentals of causal inference : $b with R / $c Babette A. Brumback.
250 $a 1st ed.
260 # $a Boca Raton, FL : $b CRC Press, $c 2022.
300 $a xii, 236 p. : $b ill. ; $c 25 cm.
490 1 $a Chapman & Hall/CRC texts in statistical science series
504 $a Includes bibliographical references and index.
505 0 # $a 1 Introduction -- 2 Conditional probability and expectation -- 3 Potential outcomes and the fundamental problem of causal inference -- 4 Effect-measure modification and causal interaction -- 5 Causal directed acyclic graphs -- 6 Adjusting for confounding : backdoor method via standardization -- 7 Adjusting for confounding : difference-in-differences estimators -- 8 Adjusting for confounding : front-door method -- 9 Adjusting for confounding : instrumental variables -- 10 Adjusting for confounding : propensity-score methods -- 11 Gaining efficiency with precision variables -- 12 Mediation -- 13 Adjusting for time-dependent confounding.
650 # 0 $a Estimation theory. $3 565962
650 # 0 $a Conditional expectations (Mathematics) $3 3269786
650 # 0 $a Effect sizes (Statistics) $3 843345
650 # 0 $a Acyclic models. $3 3641018
650 # 0 $a Causation $x Mathematical models. $3 3641019
650 # 0 $a Inference $x Mathematical models. $3 3641020
650 # 0 $a R (Computer program language) $3 784593
776 0 8 $i Electronic version: $a Brumback, Babette A. $t Fundamentals of causal inference. $b First edition. $d Boca Raton, FL ; Abingdon, Oxon : CRC Press, 2021 $z 9781000470338 $w (OCoLC)1290683529
830 0 $a Texts in statistical science. $3 582234