Coverart for item
The Resource Targeted learning : causal inference for observational and experimental data, Mark J. van der Laan, Sherri Rose

Targeted learning : causal inference for observational and experimental data, Mark J. van der Laan, Sherri Rose

Label
Targeted learning : causal inference for observational and experimental data
Title
Targeted learning
Title remainder
causal inference for observational and experimental data
Statement of responsibility
Mark J. van der Laan, Sherri Rose
Creator
Contributor
Subject
Language
eng
Summary
As the size of data sets grows ever larger, the need for valid statistical tools is greater than ever. This book introduces super learning and the targeted maximum likelihood estimator, and discusses complex data structures and related applied topics
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Laan, M. J. van der
Dewey number
519.5
Index
index present
LC call number
QA276
LC item number
.L33 2011
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Rose, Sherri
Series statement
Springer series in statistics
http://library.link/vocab/subjectName
  • Mathematical statistics
  • Inference
  • Inference
  • Mathematical statistics
  • Inferenzstatistik
  • Kausalität
  • Maschinelles Lernen
  • Datenanalyse
Label
Targeted learning : causal inference for observational and experimental data, Mark J. van der Laan, Sherri Rose
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Models, Inference, and Truth -- The Open Problem -- Defining the Model and Parameter -- Super Learning -- Introduction to TMLE -- Understanding TMLE -- Why TMLE? -- Bounded Continuous Outcomes -- Direct Effects and Effect Among the Treated -- Marginal Structural Models -- Positivity -- Robust Analysis of RCTs Using Generalized Linear Models -- Targeted ANCOVA Estimator in RCTs -- Independent Case-Control Studies -- Why Match? Matched Case-Control Studies -- Nested Case-Control Risk Score Prediction -- Super Learning for Right-Censored Data -- RCTs with Time-to-Event Outcomes -- RCTs with Time-to-Event Outcomes and Effect Modification Parameters -- C-TMLE of an Additive Point Treatment Effect -- C-TMLE for Time-to-Event Outcomes -- Propensity-Score-Based Estimators and C-TMLE -- Targeted Methods for Biomarker Discovery -- Finding Quantitative Trait Loci Genes -- Case Study: Longitudinal HIV Cohort Data -- Probability of Success of an In Vitro Fertilization Program -- Individualized Antiretroviral Initiation Rules -- Cross-Validated Targeted Minimum-Loss-Based Estimation -- Targeted Bayesian Learning -- TMLE in Adaptive Group Sequential Covariate Adjusted RCTs -- Foundations of TMLE -- Introduction to R Code Implementation
Control code
745004887
Dimensions
unknown
Extent
1 online resource (xlix, 626 pages).
Form of item
online
Isbn
9781441997821
Lccn
2011930854
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
http://library.link/vocab/ext/overdrive/overdriveId
978-1-4419-9781-4
Specific material designation
remote
System control number
(OCoLC)745004887
Label
Targeted learning : causal inference for observational and experimental data, Mark J. van der Laan, Sherri Rose
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Models, Inference, and Truth -- The Open Problem -- Defining the Model and Parameter -- Super Learning -- Introduction to TMLE -- Understanding TMLE -- Why TMLE? -- Bounded Continuous Outcomes -- Direct Effects and Effect Among the Treated -- Marginal Structural Models -- Positivity -- Robust Analysis of RCTs Using Generalized Linear Models -- Targeted ANCOVA Estimator in RCTs -- Independent Case-Control Studies -- Why Match? Matched Case-Control Studies -- Nested Case-Control Risk Score Prediction -- Super Learning for Right-Censored Data -- RCTs with Time-to-Event Outcomes -- RCTs with Time-to-Event Outcomes and Effect Modification Parameters -- C-TMLE of an Additive Point Treatment Effect -- C-TMLE for Time-to-Event Outcomes -- Propensity-Score-Based Estimators and C-TMLE -- Targeted Methods for Biomarker Discovery -- Finding Quantitative Trait Loci Genes -- Case Study: Longitudinal HIV Cohort Data -- Probability of Success of an In Vitro Fertilization Program -- Individualized Antiretroviral Initiation Rules -- Cross-Validated Targeted Minimum-Loss-Based Estimation -- Targeted Bayesian Learning -- TMLE in Adaptive Group Sequential Covariate Adjusted RCTs -- Foundations of TMLE -- Introduction to R Code Implementation
Control code
745004887
Dimensions
unknown
Extent
1 online resource (xlix, 626 pages).
Form of item
online
Isbn
9781441997821
Lccn
2011930854
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
http://library.link/vocab/ext/overdrive/overdriveId
978-1-4419-9781-4
Specific material designation
remote
System control number
(OCoLC)745004887

Library Locations

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      38.944491 -92.326012
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