Matched sampling for causal effects:
Saved in:
| Format: | Book |
|---|---|
| Language: | English |
| Published: |
New York [u.a.]
Cambridge Univ. Press
2006
|
| Edition: | 1. publ. |
| Subjects: | |
| Online Access: | Publisher description Table of contents only Inhaltsverzeichnis |
| Item Description: | Hier auch später erschienene, unveränderte Nachdrucke. |
| Physical Description: | IX, 489 S. |
| ISBN: | 9780521857628 0521857627 9780521674362 0521674360 |
Staff View
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Record in the Search Index
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| adam_text | Contents
Contributor Acknowledgments page
ix
My Introduction to Matched Sampling
1
PART I. THE EARLY YEARS AND THE INFLUENCE OF WILLIAM
G. COCHRAN
5
1.
William G. Cochran s Contributions to the Design, Analysis,
and Evaluation of Observational Studies
7
Donald B. Rubin
(1984)
2.
Controlling Bias in Observational Studies: A Review
30
William G. Cochran and Donald B. Rubin
(1973)
PART II. UNIVARIATE MATCHING METHODS AND THE DANGERS
OF REGRESSION ADJUSTMENT
59
3.
Matching to Remove Bias in Observational Studies
62
Donald B.Rubin
(1973)
4.
The Use of Matched Sampling and Regression Adjustment
to Remove Bias in Observational Studies
81
Donald B. Rubin
(1973)
5.
Assignment to Treatment Group on the Basis of a Covariate
99
DonaldB. Rubin
(1977)
PART III. BASIC THEORY OF MULTIV
ARIATE
MATCHING
115
6.
Multivariate Matching Methods That Are Equal Percent Bias
Reducing, I: Some Examples
117
Donald B. Rubin
(1976)
7.
Multivariate Matching Methods That Are Equal Percent Bias
Reducing, II:
Maximums
on Bias Reduction for Fixed Sample Sizes
129
Donald B. Rubin
(1976)
8.
Using Multivariate Matched Sampling and Regression Adjustment
to Control Bias in Observational Studies
142
Donald B. Rubin
(1979)
vi
Contents
9.
Bias Reduction Using Mahalanobis-Metric Matching
160
Donald B. Rubin
(1980)
PART IV. FUNDAMENTALS OF PROPENSITY SCORE MATCHING
167
10.
The Central Role of the Propensity Score in Observational Studies
for Causal Effects
170
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1983)
11.
Assessing Sensitivity to an Unobserved Binary Covariate
in an Observational Study with Binary Outcome
185
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1983)
12.
Reducing Bias in Observational Studies Using
Subclassification
on the Propensity Score
193
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1984)
13.
Constructing a Control Group Using Multivariate Matched Sampling
Methods That Incorporate the Propensity Score
207
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1985)
14.
The Bias Due to Incomplete Matching
217
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1985)
PART V. AFFINELY INVARIANT MATCHING METHODS
WITH ELLIPSOIDALLY SYMMETRIC DISTRIBUTIONS, THEORY
AND METHODOLOGY
233
15.
Affinely Invariant Matching Methods with Ellipsoidal Distributions
235
Donald B. Rubin and Neal Thomas
(1992)
16.
Characterizing the Effect of Matching Using Linear Propensity Score
Methods with Normal Distributions
249
Donald B. Rubin and Neal Thomas
(1992)
17.
Matching Using Estimated Propensity Scores: Relating Theory
to Practice
263
DonaldB. Rubin and Neal Thomas
(1996)
18.
Combining Propensity Score Matching with Additional Adjustments
for Prognostic Covariates
282
DonaldB. Rubin and Neal Thomas
(2000)
PART VI. SOME APPLIED CONTRIBUTIONS
305
19.
Causal Inference in Retrospective Studies
308
Paul W. Holland and Donald B. Rubin
(1988)
20.
The Design of the New York School Choice Scholarships Program
Evaluation
328
Jennifer L. Hill, DonaldB. Rubin, and Neal Thomas
(1999)
21.
Estimating and Using Propensity Scores with Partially Missing Data
347
Ralph B.
D Agostino,
Jr., and Donald B. Rubin
(2000)
22.
Using Propensity Scores to Help Design Observational Studies:
Application to the Tobacco Litigation
365
Donald B. Rubin
(2001)
Contents
vii
PART
VII. SOME
FOCUSED APPLICATIONS
383
23.
Criminality in XYY and XXY Men
385
Herman A. Within, SarnoffA. Mednick,
Fini
Schulsinger,
Esküd
Bakkestrom, Karl
О.
Christiansen, Donald
R.
Goodenough,
Kurt Hirschhorn,
Claes
Lundsteen, David
R.
Owen, John Philip,
DonaldB. Rubin, and Martha
Stocking
(1976)
24.
Practical Implications of Modes of Statistical Inference for Causal
Effects and the Critical Role of the Assignment Mechanism
402
DonaldB. Rubin
(1991)
25.
In
Utero
Exposure to
Phénobarbital
and Intelligence Deficits
in Adult Men
426
June
Machover
Reinisch, Stephanie A. Sanders, Erik Lykke
Mortensen, and Donald
В
.
Rubin
(1995)
26.
Estimating Causal Effects from Large Data Sets Using Propensity
Scores
443
DonaldB. Rubin
(1997)
27.
On Estimating the Causal Effects of
DNR
Orders
455
Martin W.McIntosh and DonaldB. Rubin
(1999)
Conclusion: Advice to the Investigator
460
References
463
Author Index
483
Subject Index
487
|
| adam_txt |
Contents
Contributor Acknowledgments page
ix
My Introduction to Matched Sampling
1
PART I. THE EARLY YEARS AND THE INFLUENCE OF WILLIAM
G. COCHRAN
5
1.
William G. Cochran's Contributions to the Design, Analysis,
and Evaluation of Observational Studies
7
Donald B. Rubin
(1984)
2.
Controlling Bias in Observational Studies: A Review
30
William G. Cochran and Donald B. Rubin
(1973)
PART II. UNIVARIATE MATCHING METHODS AND THE DANGERS
OF REGRESSION ADJUSTMENT
59
3.
Matching to Remove Bias in Observational Studies
62
Donald B.Rubin
(1973)
4.
The Use of Matched Sampling and Regression Adjustment
to Remove Bias in Observational Studies
81
Donald B. Rubin
(1973)
5.
Assignment to Treatment Group on the Basis of a Covariate
99
DonaldB. Rubin
(1977)
PART III. BASIC THEORY OF MULTIV
ARIATE
MATCHING
115
6.
Multivariate Matching Methods That Are Equal Percent Bias
Reducing, I: Some Examples
117
Donald B. Rubin
(1976)
7.
Multivariate Matching Methods That Are Equal Percent Bias
Reducing, II:
Maximums
on Bias Reduction for Fixed Sample Sizes
129
Donald B. Rubin
(1976)
8.
Using Multivariate Matched Sampling and Regression Adjustment
to Control Bias in Observational Studies
142
Donald B. Rubin
(1979)
vi
Contents
9.
Bias Reduction Using Mahalanobis-Metric Matching
160
Donald B. Rubin
(1980)
PART IV. FUNDAMENTALS OF PROPENSITY SCORE MATCHING
167
10.
The Central Role of the Propensity Score in Observational Studies
for Causal Effects
170
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1983)
11.
Assessing Sensitivity to an Unobserved Binary Covariate
in an Observational Study with Binary Outcome
185
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1983)
12.
Reducing Bias in Observational Studies Using
Subclassification
on the Propensity Score
193
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1984)
13.
Constructing a Control Group Using Multivariate Matched Sampling
Methods That Incorporate the Propensity Score
207
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1985)
14.
The Bias Due to Incomplete Matching
217
PaulR.
Rosenbaum
and Donald
В.
Rubin
(1985)
PART V. AFFINELY INVARIANT MATCHING METHODS
WITH ELLIPSOIDALLY SYMMETRIC DISTRIBUTIONS, THEORY
AND METHODOLOGY
233
15.
Affinely Invariant Matching Methods with Ellipsoidal Distributions
235
Donald B. Rubin and Neal Thomas
(1992)
16.
Characterizing the Effect of Matching Using Linear Propensity Score
Methods with Normal Distributions
249
Donald B. Rubin and Neal Thomas
(1992)
17.
Matching Using Estimated Propensity Scores: Relating Theory
to Practice
263
DonaldB. Rubin and Neal Thomas
(1996)
18.
Combining Propensity Score Matching with Additional Adjustments
for Prognostic Covariates
282
DonaldB. Rubin and Neal Thomas
(2000)
PART VI. SOME APPLIED CONTRIBUTIONS
305
19.
Causal Inference in Retrospective Studies
308
Paul W. Holland and Donald B. Rubin
(1988)
20.
The Design of the New York School Choice Scholarships Program
Evaluation
328
Jennifer L. Hill, DonaldB. Rubin, and Neal Thomas
(1999)
21.
Estimating and Using Propensity Scores with Partially Missing Data
347
Ralph B.
D'Agostino,
Jr., and Donald B. Rubin
(2000)
22.
Using Propensity Scores to Help Design Observational Studies:
Application to the Tobacco Litigation
365
Donald B. Rubin
(2001)
Contents
vii
PART
VII. SOME
FOCUSED APPLICATIONS
383
23.
Criminality in XYY and XXY Men
385
Herman A. Within, SarnoffA. Mednick,
Fini
Schulsinger,
Esküd
Bakkestrom, Karl
О.
Christiansen, Donald
R.
Goodenough,
Kurt Hirschhorn,
Claes
Lundsteen, David
R.
Owen, John Philip,
DonaldB. Rubin, and Martha
Stocking
(1976)
24.
Practical Implications of Modes of Statistical Inference for Causal
Effects and the Critical Role of the Assignment Mechanism
402
DonaldB. Rubin
(1991)
25.
In
Utero
Exposure to
Phénobarbital
and Intelligence Deficits
in Adult Men
426
June
Machover
Reinisch, Stephanie A. Sanders, Erik Lykke
Mortensen, and Donald
В
.
Rubin
(1995)
26.
Estimating Causal Effects from Large Data Sets Using Propensity
Scores
443
DonaldB. Rubin
(1997)
27.
On Estimating the Causal Effects of
DNR
Orders
455
Martin W.McIntosh and DonaldB. Rubin
(1999)
Conclusion: Advice to the Investigator
460
References
463
Author Index
483
Subject Index
487 |
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| index_date | 2024-07-02T15:54:54Z |
| indexdate | 2024-07-09T20:45:27Z |
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| isbn | 9780521857628 0521857627 9780521674362 0521674360 |
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| publisher | Cambridge Univ. Press |
| record_format | marc |
| spelling | Matched sampling for causal effects Donald B. Rubin 1. publ. New York [u.a.] Cambridge Univ. Press 2006 IX, 489 S. txt rdacontent n rdamedia nc rdacarrier Hier auch später erschienene, unveränderte Nachdrucke. Stichprobennahme (DE-588)4183250-4 gnd rswk-swf Matching (DE-588)4212483-9 gnd rswk-swf Versuchsplanung (DE-588)4078859-3 gnd rswk-swf Stichprobe (DE-588)4057502-0 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Versuchsplanung (DE-588)4078859-3 s DE-604 Stichprobennahme (DE-588)4183250-4 s Matching (DE-588)4212483-9 s Stichprobe (DE-588)4057502-0 s DE-188 Rubin, Donald B. 1943- Sonstige (DE-588)131607618 oth http://www.loc.gov/catdir/enhancements/fy0642/2006011564-d.html Publisher description http://www.loc.gov/catdir/enhancements/fy0642/2006011564-t.html Table of contents only Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015035361&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Matched sampling for causal effects Stichprobennahme (DE-588)4183250-4 gnd Matching (DE-588)4212483-9 gnd Versuchsplanung (DE-588)4078859-3 gnd Stichprobe (DE-588)4057502-0 gnd |
| subject_GND | (DE-588)4183250-4 (DE-588)4212483-9 (DE-588)4078859-3 (DE-588)4057502-0 (DE-588)4143413-4 |
| title | Matched sampling for causal effects |
| title_auth | Matched sampling for causal effects |
| title_exact_search | Matched sampling for causal effects |
| title_exact_search_txtP | Matched sampling for causal effects |
| title_full | Matched sampling for causal effects Donald B. Rubin |
| title_fullStr | Matched sampling for causal effects Donald B. Rubin |
| title_full_unstemmed | Matched sampling for causal effects Donald B. Rubin |
| title_short | Matched sampling for causal effects |
| title_sort | matched sampling for causal effects |
| topic | Stichprobennahme (DE-588)4183250-4 gnd Matching (DE-588)4212483-9 gnd Versuchsplanung (DE-588)4078859-3 gnd Stichprobe (DE-588)4057502-0 gnd |
| topic_facet | Stichprobennahme Matching Versuchsplanung Stichprobe Aufsatzsammlung |
| url | http://www.loc.gov/catdir/enhancements/fy0642/2006011564-d.html http://www.loc.gov/catdir/enhancements/fy0642/2006011564-t.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015035361&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT rubindonaldb matchedsamplingforcausaleffects |