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|a EBLCP
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|a 9781119186861
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|a 1119186862
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|a (OCoLC)1347025062
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|2 23/eng/20230216
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| 049 |
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|a UAMI
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| 100 |
1 |
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|a Pearl, Judea.
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| 245 |
1 |
0 |
|a Causal Inference in Statistics
|h [electronic resource] :
|b A Primer.
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| 260 |
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|a Newark :
|b John Wiley & Sons, Incorporated,
|c 2016.
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| 300 |
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|a 1 online resource (182 p.).
|
| 490 |
1 |
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|a New York Academy of Sciences Ser.
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| 500 |
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|a Description based upon print version of record.
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| 505 |
0 |
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|a Intro -- Title Page -- Copyright -- Dedication -- Table of Contents -- About the Authors -- Preface -- Acknowledgments -- List of Figures -- About the Companion Website -- Chapter 1: Preliminaries: Statistical and Causal Models -- 1.1 Why Study Causation -- 1.2 Simpson's Paradox -- 1.3 Probability and Statistics -- 1.4 Graphs -- 1.5 Structural Causal Models -- Bibliographical Notes for Chapter 1 -- Chapter 2: Graphical Models and Their Applications -- 2.1 Connecting Models to Data -- 2.2 Chains and Forks -- 2.3 Colliders -- 2.4 d-separation -- 2.5 Model Testing and Causal Search
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| 505 |
8 |
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|a Bibliographical Notes for Chapter 2 -- Chapter 3: The Effects of Interventions -- 3.1 Interventions -- 3.2 The Adjustment Formula -- 3.3 The Backdoor Criterion -- 3.4 The Front-Door Criterion -- 3.5 Conditional Interventions and Covariate-Specific Effects -- 3.6 Inverse Probability Weighing -- 3.7 Mediation -- 3.8 Causal Inference in Linear Systems -- Bibliographical Notes for Chapter 3 -- Chapter 4: Counterfactuals and Their Applications -- 4.1 Counterfactuals -- 4.2 Defining and Computing Counterfactuals -- 4.3 Nondeterministic Counterfactuals -- 4.4 Practical Uses of Counterfactuals
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| 505 |
8 |
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|a 4.5 Mathematical Tool Kits for Attribution and Mediation -- Bibliographical Notes for Chapter 4 -- References -- Index -- End User License Agreement
|
| 590 |
|
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|a ProQuest Ebook Central
|b Ebook Central Academic Complete
|
| 655 |
|
0 |
|a Electronic books.
|
| 776 |
0 |
8 |
|i Print version:
|a Pearl, Judea
|t Causal Inference in Statistics
|d Newark : John Wiley & Sons, Incorporated,c2016
|z 9781119186847
|
| 830 |
|
0 |
|a New York Academy of Sciences Ser.
|
| 856 |
4 |
0 |
|u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=7104473
|z Texto completo
|
| 938 |
|
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|a ProQuest Ebook Central
|b EBLB
|n EBL7104473
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| 994 |
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|a 92
|b IZTAP
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