Springer Series in Statistics - Targeted Learning in Data Science
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30

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1

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Published By Springer International Publishing

9783319653037, 9783319653044

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Targeted Learning Using Adaptive Survey Sampling

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_29 ◽

2018 ◽

pp. 541-559

Author(s):

Antoine Chambaz ◽

Emilien Joly ◽

Xavier Mary

Keyword(s):

Survey Sampling

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Optimal Individualized Treatments Under Limited Resources

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_23 ◽

2018 ◽

pp. 419-435

Author(s):

Alexander R. Luedtke ◽

Mark J. van der Laan

Keyword(s):

Limited Resources ◽

Individualized Treatments

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Single Time Point Interventions in Network-Dependent Data

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_21 ◽

2018 ◽

pp. 373-396

Author(s):

Oleg Sofrygin ◽

Elizabeth L. Ogburn ◽

Mark J. van der Laan

Keyword(s):

Dependent Data ◽

Single Time ◽

Single Time Point ◽

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Online Super Learning

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_18 ◽

2018 ◽

pp. 303-315

Author(s):

Mark J. van der Laan ◽

David Benkeser

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Stochastic Treatment Regimes

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_14 ◽

2018 ◽

pp. 219-232 ◽

Author(s):

Iván Díaz ◽

Mark J. van der Laan

Keyword(s):

Treatment Regimes

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Research Questions in Data Science

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_1 ◽

2018 ◽

pp. 3-14

Author(s):

Sherri Rose ◽

Mark J. van der Laan

Keyword(s):

Data Science ◽

Research Questions

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Data-Adaptive Estimation in Cluster Randomized Trials

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_13 ◽

2018 ◽

pp. 195-215

Author(s):

Laura B. Balzer ◽

Mark J. van der Laan ◽

Maya L. Petersen

Keyword(s):

Randomized Trials ◽

Adaptive Estimation ◽

Cluster Randomized Trials ◽

Data Adaptive ◽

Cluster Randomized

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Data-Adaptive Target Parameters

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_9 ◽

2018 ◽

pp. 125-142

Author(s):

Alan E. Hubbard ◽

Chris J. Kennedy ◽

Mark J. van der Laan

Keyword(s):

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HAL Estimator of the Efficient Influence Curve

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_8 ◽

2018 ◽

pp. 103-123

Author(s):

Mark J. van der Laan

Keyword(s):

Influence Curve

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CV-TMLE for Nonpathwise Differentiable Target Parameters

Springer Series in Statistics - Targeted Learning in Data Science ◽

10.1007/978-3-319-65304-4_25 ◽

2018 ◽

pp. 455-481 ◽

Author(s):

Mark J. van der Laan ◽

Aurélien Bibaut ◽

Alexander R. Luedtke

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