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
Resource Information
The item Targeted learning : causal inference for observational and experimental data, Mark J. van der Laan, Sherri Rose represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.This item is available to borrow from 1 library branch.
Resource Information
The item Targeted learning : causal inference for observational and experimental data, Mark J. van der Laan, Sherri Rose represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.
This item is available to borrow from 1 library branch.
- 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
- Language
- eng
- Extent
- 1 online resource (xlix, 626 pages).
- 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
- Isbn
- 9781441997821
- 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
- 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
- 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
- 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
- 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
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<div class="citation" vocab="http://schema.org/"><i class="fa fa-external-link-square fa-fw"></i> Data from <span resource="http://link.library.missouri.edu/portal/Targeted-learning--causal-inference-for/YU9ZyubAc-g/" typeof="Book http://bibfra.me/vocab/lite/Item"><span property="name http://bibfra.me/vocab/lite/label"><a href="http://link.library.missouri.edu/portal/Targeted-learning--causal-inference-for/YU9ZyubAc-g/">Targeted learning : causal inference for observational and experimental data, Mark J. van der Laan, Sherri Rose</a></span> - <span property="potentialAction" typeOf="OrganizeAction"><span property="agent" typeof="LibrarySystem http://library.link/vocab/LibrarySystem" resource="http://link.library.missouri.edu/"><span property="name http://bibfra.me/vocab/lite/label"><a property="url" href="http://link.library.missouri.edu/">University of Missouri Libraries</a></span></span></span></span></div>
