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Fundamentals of causal inference : with R

Fundamentals of causal inference : with R (Loan 2 times)

Material type
단행본
Personal Author
Brumback, Babette A.
Title Statement
Fundamentals of causal inference : with R / by Babette A. Brumback.
Publication, Distribution, etc
Boca Raton, FL :   CRC Press,   2022.  
Physical Medium
xii, 236 p. : ill. ; 24 cm.
Series Statement
Texts in statistical science
ISBN
9780367705053 (hbk)
Bibliography, Etc. Note
Includes bibliographical references (p. 225-231) and inedx.
000 00000nam u2200205 a 4500
001 000046105271
005 20220120190310
008 220120s2022 flua b 001 0 eng d
020 ▼a 9780367705053 (hbk)
040 ▼a 211009 ▼c 211009 ▼d 211009
082 0 4 ▼a 519.50285 ▼2 23
084 ▼a 519.50285 ▼2 DDCK
090 ▼a 519.50285 ▼b B893f
100 1 ▼a Brumback, Babette A.
245 1 0 ▼a Fundamentals of causal inference : ▼b with R / ▼c by Babette A. Brumback.
260 ▼a Boca Raton, FL : ▼b CRC Press, ▼c 2022.
300 ▼a xii, 236 p. : ▼b ill. ; ▼c 24 cm.
490 1 ▼a Texts in statistical science
504 ▼a Includes bibliographical references (p. 225-231) and inedx.
830 0 ▼a Texts in statistical science.
945 ▼a KLPA

Holdings Information

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Main Library/Western Books/ Call Number 519.50285 B893f Accession No. 111857104 Availability Available Due Date Make a Reservation Service B M

Contents information

Table of Contents

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: Back-door 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. Efficiency with Precision Variables. 12. Mediation.

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