Matched sampling for causal effects:
Matched sampling is often used to help assess the causal effect of some exposure or intervention, typically when randomized experiments are not available or cannot be conducted. This book presents a selection of Donald B. Rubin's research articles on matched sampling, from the early 1970s, when...
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Cambridge
Cambridge University Press
2006
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Online-Zugang: | BSB01 FHN01 Volltext |
Zusammenfassung: | Matched sampling is often used to help assess the causal effect of some exposure or intervention, typically when randomized experiments are not available or cannot be conducted. This book presents a selection of Donald B. Rubin's research articles on matched sampling, from the early 1970s, when the author was one of the major researchers involved in establishing the field, to recent contributions to this now extremely active area. The articles include fundamental theoretical studies that have become classics, important extensions, and real applications that range from breast cancer treatments to tobacco litigation to studies of criminal tendencies. They are organized into seven parts, each with an introduction by the author that provides historical and personal context and discusses the relevance of the work today. A concluding essay offers advice to investigators designing observational studies. The book provides an accessible introduction to the study of matched sampling and will be an indispensable reference for students and researchers |
Beschreibung: | Title from publisher's bibliographic system (viewed on 05 Oct 2015) |
Beschreibung: | 1 online resource (ix, 489 pages) |
ISBN: | 9780511810725 |
DOI: | 10.1017/CBO9780511810725 |
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505 | 8 | |a William G. Cochran's contributions to the design, analysis, and evaluation of observational studies / Donald B. Rubin -- Controlling bias in observational studies : a review / William G. Cochran and Donald B. Rubin -- Matching to remove bias in observational studies / Donald B. Rubin -- The use of matched sampling and regression adjustment to remove bias in observational studies / Donald B. Rubin -- Assignment to treatment group on the basis of a covariate / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, I : some examples / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, II : maximums on bias reduction for fixed sample sizes / Donald B. Rubin -- Using multivariate matched sampling and regression adjustment to control bias in observational studies / Donald B. Rubin -- Bias reduction using Mahalanobis-Metric matching / Donald B. Rubin -- | |
505 | 8 | |a The central role of the propensity score in observational studies for causal effects / Paul R. Rosenbaum and Donald B. Rubin -- Assessing sensitivity to an unobserved binary covariate in an observational study with binary outcome / Paul R. Rosenbaum and Donald B. Rubin -- Reducing bias in observational studies using subclassification on the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- Constructing a control group using multivariate matched sampling methods that incorporate the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- The bias due to incomplete matching / Paul R. Rosenbaum and Donald B. Rubin -- Affinely invariant matching methods with ellipsoidal distributions / Donald B. Rubin and Neal Thomas -- Characterizing the effect of matching using linear propensity score methods with normal distributions / Donald B. Rubin and Neal Thomas -- Matching using estimated propensity scores : relating theory to practice / Donald B. Rubin and Neal Thomas -- | |
505 | 8 | |a Combining propensity score matching with additional adjustments for prognostic covariates / Donald B. Rubin and Neal Thomas -- Causal inference in retrospective studies / Paul W. Holland and Donald B. Rubin -- The design of the New York School Choice Scholarships Program evaluation / Jennifer L. Hill, Donald B. Rubin, and Neal Thomas -- Estimating and using propensity scores with partially missing data / Ralph B. D'Agostino, Jr., and Donald B. Rubin -- Using propensity scores to help design observational studies : application to the tobacco litigation / Donald B. Rubin -- Criminality in XYY and XXY men / Herman A. Witkin, Sarnoff A. Mednick, Fini Schulsinger, Eskild Bakkestrøm, Karl O. Christiansen, Donald R. Goodenough, Kurt Hirschhorn, Claes Lundsteen, David R. Owen, John Philip, Donald B. Rubin, and Martha Stocking -- Practical implications of modes of statistical inference for causal effects and the critical role of the assignment mechanism / Donald B. Rubin -- | |
505 | 8 | |a In utero exposure to phenobarbital and intelligence deficits in adult men / June Machover Reinisch, Stephanie A. Sanders, Erik Lykke Mortensen, and Donald B. Rubin -- Estimating causal effects from large data sets using propensity scores / Donald B. Rubin -- On estimating the causal effects of DNR orders / Martin W. McIntosh and Donald B. Rubin | |
520 | |a Matched sampling is often used to help assess the causal effect of some exposure or intervention, typically when randomized experiments are not available or cannot be conducted. This book presents a selection of Donald B. Rubin's research articles on matched sampling, from the early 1970s, when the author was one of the major researchers involved in establishing the field, to recent contributions to this now extremely active area. The articles include fundamental theoretical studies that have become classics, important extensions, and real applications that range from breast cancer treatments to tobacco litigation to studies of criminal tendencies. They are organized into seven parts, each with an introduction by the author that provides historical and personal context and discusses the relevance of the work today. A concluding essay offers advice to investigators designing observational studies. The book provides an accessible introduction to the study of matched sampling and will be an indispensable reference for students and researchers | ||
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Datensatz im Suchindex
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author | Rubin, Donald B. |
author_facet | Rubin, Donald B. |
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author_sort | Rubin, Donald B. |
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building | Verbundindex |
bvnumber | BV043942688 |
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collection | ZDB-20-CBO |
contents | William G. Cochran's contributions to the design, analysis, and evaluation of observational studies / Donald B. Rubin -- Controlling bias in observational studies : a review / William G. Cochran and Donald B. Rubin -- Matching to remove bias in observational studies / Donald B. Rubin -- The use of matched sampling and regression adjustment to remove bias in observational studies / Donald B. Rubin -- Assignment to treatment group on the basis of a covariate / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, I : some examples / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, II : maximums on bias reduction for fixed sample sizes / Donald B. Rubin -- Using multivariate matched sampling and regression adjustment to control bias in observational studies / Donald B. Rubin -- Bias reduction using Mahalanobis-Metric matching / Donald B. Rubin -- The central role of the propensity score in observational studies for causal effects / Paul R. Rosenbaum and Donald B. Rubin -- Assessing sensitivity to an unobserved binary covariate in an observational study with binary outcome / Paul R. Rosenbaum and Donald B. Rubin -- Reducing bias in observational studies using subclassification on the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- Constructing a control group using multivariate matched sampling methods that incorporate the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- The bias due to incomplete matching / Paul R. Rosenbaum and Donald B. Rubin -- Affinely invariant matching methods with ellipsoidal distributions / Donald B. Rubin and Neal Thomas -- Characterizing the effect of matching using linear propensity score methods with normal distributions / Donald B. Rubin and Neal Thomas -- Matching using estimated propensity scores : relating theory to practice / Donald B. Rubin and Neal Thomas -- Combining propensity score matching with additional adjustments for prognostic covariates / Donald B. Rubin and Neal Thomas -- Causal inference in retrospective studies / Paul W. Holland and Donald B. Rubin -- The design of the New York School Choice Scholarships Program evaluation / Jennifer L. Hill, Donald B. Rubin, and Neal Thomas -- Estimating and using propensity scores with partially missing data / Ralph B. D'Agostino, Jr., and Donald B. Rubin -- Using propensity scores to help design observational studies : application to the tobacco litigation / Donald B. Rubin -- Criminality in XYY and XXY men / Herman A. Witkin, Sarnoff A. Mednick, Fini Schulsinger, Eskild Bakkestrøm, Karl O. Christiansen, Donald R. Goodenough, Kurt Hirschhorn, Claes Lundsteen, David R. Owen, John Philip, Donald B. Rubin, and Martha Stocking -- Practical implications of modes of statistical inference for causal effects and the critical role of the assignment mechanism / Donald B. Rubin -- In utero exposure to phenobarbital and intelligence deficits in adult men / June Machover Reinisch, Stephanie A. Sanders, Erik Lykke Mortensen, and Donald B. Rubin -- Estimating causal effects from large data sets using propensity scores / Donald B. Rubin -- On estimating the causal effects of DNR orders / Martin W. McIntosh and Donald B. Rubin |
ctrlnum | (ZDB-20-CBO)CR9780511810725 (OCoLC)992921175 (DE-599)BVBBV043942688 |
dewey-full | 001.4/33 |
dewey-hundreds | 000 - Computer science, information, general works |
dewey-ones | 001 - Knowledge |
dewey-raw | 001.4/33 |
dewey-search | 001.4/33 |
dewey-sort | 11.4 233 |
dewey-tens | 000 - Computer science, information, general works |
discipline | Allgemeines Soziologie Wirtschaftswissenschaften |
doi_str_mv | 10.1017/CBO9780511810725 |
format | Electronic eBook |
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indexdate | 2024-07-10T07:39:18Z |
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publisher | Cambridge University Press |
record_format | marc |
spelling | Rubin, Donald B. Verfasser aut Matched sampling for causal effects Donald B. Rubin Cambridge Cambridge University Press 2006 1 online resource (ix, 489 pages) txt rdacontent c rdamedia cr rdacarrier Title from publisher's bibliographic system (viewed on 05 Oct 2015) William G. Cochran's contributions to the design, analysis, and evaluation of observational studies / Donald B. Rubin -- Controlling bias in observational studies : a review / William G. Cochran and Donald B. Rubin -- Matching to remove bias in observational studies / Donald B. Rubin -- The use of matched sampling and regression adjustment to remove bias in observational studies / Donald B. Rubin -- Assignment to treatment group on the basis of a covariate / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, I : some examples / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, II : maximums on bias reduction for fixed sample sizes / Donald B. Rubin -- Using multivariate matched sampling and regression adjustment to control bias in observational studies / Donald B. Rubin -- Bias reduction using Mahalanobis-Metric matching / Donald B. Rubin -- The central role of the propensity score in observational studies for causal effects / Paul R. Rosenbaum and Donald B. Rubin -- Assessing sensitivity to an unobserved binary covariate in an observational study with binary outcome / Paul R. Rosenbaum and Donald B. Rubin -- Reducing bias in observational studies using subclassification on the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- Constructing a control group using multivariate matched sampling methods that incorporate the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- The bias due to incomplete matching / Paul R. Rosenbaum and Donald B. Rubin -- Affinely invariant matching methods with ellipsoidal distributions / Donald B. Rubin and Neal Thomas -- Characterizing the effect of matching using linear propensity score methods with normal distributions / Donald B. Rubin and Neal Thomas -- Matching using estimated propensity scores : relating theory to practice / Donald B. Rubin and Neal Thomas -- Combining propensity score matching with additional adjustments for prognostic covariates / Donald B. Rubin and Neal Thomas -- Causal inference in retrospective studies / Paul W. Holland and Donald B. Rubin -- The design of the New York School Choice Scholarships Program evaluation / Jennifer L. Hill, Donald B. Rubin, and Neal Thomas -- Estimating and using propensity scores with partially missing data / Ralph B. D'Agostino, Jr., and Donald B. Rubin -- Using propensity scores to help design observational studies : application to the tobacco litigation / Donald B. Rubin -- Criminality in XYY and XXY men / Herman A. Witkin, Sarnoff A. Mednick, Fini Schulsinger, Eskild Bakkestrøm, Karl O. Christiansen, Donald R. Goodenough, Kurt Hirschhorn, Claes Lundsteen, David R. Owen, John Philip, Donald B. Rubin, and Martha Stocking -- Practical implications of modes of statistical inference for causal effects and the critical role of the assignment mechanism / Donald B. Rubin -- In utero exposure to phenobarbital and intelligence deficits in adult men / June Machover Reinisch, Stephanie A. Sanders, Erik Lykke Mortensen, and Donald B. Rubin -- Estimating causal effects from large data sets using propensity scores / Donald B. Rubin -- On estimating the causal effects of DNR orders / Martin W. McIntosh and Donald B. Rubin Matched sampling is often used to help assess the causal effect of some exposure or intervention, typically when randomized experiments are not available or cannot be conducted. This book presents a selection of Donald B. Rubin's research articles on matched sampling, from the early 1970s, when the author was one of the major researchers involved in establishing the field, to recent contributions to this now extremely active area. The articles include fundamental theoretical studies that have become classics, important extensions, and real applications that range from breast cancer treatments to tobacco litigation to studies of criminal tendencies. They are organized into seven parts, each with an introduction by the author that provides historical and personal context and discusses the relevance of the work today. A concluding essay offers advice to investigators designing observational studies. The book provides an accessible introduction to the study of matched sampling and will be an indispensable reference for students and researchers Sampling (Statistics) Statistical matching Matching (DE-588)4212483-9 gnd rswk-swf Stichprobe (DE-588)4057502-0 gnd rswk-swf Versuchsplanung (DE-588)4078859-3 gnd rswk-swf Stichprobennahme (DE-588)4183250-4 gnd rswk-swf 1\p (DE-588)4143413-4 Aufsatzsammlung gnd-content Stichprobe (DE-588)4057502-0 s Matching (DE-588)4212483-9 s 2\p DE-604 Stichprobennahme (DE-588)4183250-4 s 3\p DE-604 Versuchsplanung (DE-588)4078859-3 s 4\p DE-604 Erscheint auch als Druckausgabe 978-0-521-67436-2 Erscheint auch als Druckausgabe 978-0-521-85762-8 https://doi.org/10.1017/CBO9780511810725 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 4\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Rubin, Donald B. Matched sampling for causal effects William G. Cochran's contributions to the design, analysis, and evaluation of observational studies / Donald B. Rubin -- Controlling bias in observational studies : a review / William G. Cochran and Donald B. Rubin -- Matching to remove bias in observational studies / Donald B. Rubin -- The use of matched sampling and regression adjustment to remove bias in observational studies / Donald B. Rubin -- Assignment to treatment group on the basis of a covariate / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, I : some examples / Donald B. Rubin -- Multivariate matching methods that are equal percent bias reducing, II : maximums on bias reduction for fixed sample sizes / Donald B. Rubin -- Using multivariate matched sampling and regression adjustment to control bias in observational studies / Donald B. Rubin -- Bias reduction using Mahalanobis-Metric matching / Donald B. Rubin -- The central role of the propensity score in observational studies for causal effects / Paul R. Rosenbaum and Donald B. Rubin -- Assessing sensitivity to an unobserved binary covariate in an observational study with binary outcome / Paul R. Rosenbaum and Donald B. Rubin -- Reducing bias in observational studies using subclassification on the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- Constructing a control group using multivariate matched sampling methods that incorporate the propensity score / Paul R. Rosenbaum and Donald B. Rubin -- The bias due to incomplete matching / Paul R. Rosenbaum and Donald B. Rubin -- Affinely invariant matching methods with ellipsoidal distributions / Donald B. Rubin and Neal Thomas -- Characterizing the effect of matching using linear propensity score methods with normal distributions / Donald B. Rubin and Neal Thomas -- Matching using estimated propensity scores : relating theory to practice / Donald B. Rubin and Neal Thomas -- Combining propensity score matching with additional adjustments for prognostic covariates / Donald B. Rubin and Neal Thomas -- Causal inference in retrospective studies / Paul W. Holland and Donald B. Rubin -- The design of the New York School Choice Scholarships Program evaluation / Jennifer L. Hill, Donald B. Rubin, and Neal Thomas -- Estimating and using propensity scores with partially missing data / Ralph B. D'Agostino, Jr., and Donald B. Rubin -- Using propensity scores to help design observational studies : application to the tobacco litigation / Donald B. Rubin -- Criminality in XYY and XXY men / Herman A. Witkin, Sarnoff A. Mednick, Fini Schulsinger, Eskild Bakkestrøm, Karl O. Christiansen, Donald R. Goodenough, Kurt Hirschhorn, Claes Lundsteen, David R. Owen, John Philip, Donald B. Rubin, and Martha Stocking -- Practical implications of modes of statistical inference for causal effects and the critical role of the assignment mechanism / Donald B. Rubin -- In utero exposure to phenobarbital and intelligence deficits in adult men / June Machover Reinisch, Stephanie A. Sanders, Erik Lykke Mortensen, and Donald B. Rubin -- Estimating causal effects from large data sets using propensity scores / Donald B. Rubin -- On estimating the causal effects of DNR orders / Martin W. McIntosh and Donald B. Rubin Sampling (Statistics) Statistical matching Matching (DE-588)4212483-9 gnd Stichprobe (DE-588)4057502-0 gnd Versuchsplanung (DE-588)4078859-3 gnd Stichprobennahme (DE-588)4183250-4 gnd |
subject_GND | (DE-588)4212483-9 (DE-588)4057502-0 (DE-588)4078859-3 (DE-588)4183250-4 (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_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 | Sampling (Statistics) Statistical matching Matching (DE-588)4212483-9 gnd Stichprobe (DE-588)4057502-0 gnd Versuchsplanung (DE-588)4078859-3 gnd Stichprobennahme (DE-588)4183250-4 gnd |
topic_facet | Sampling (Statistics) Statistical matching Matching Stichprobe Versuchsplanung Stichprobennahme Aufsatzsammlung |
url | https://doi.org/10.1017/CBO9780511810725 |
work_keys_str_mv | AT rubindonaldb matchedsamplingforcausaleffects |