Targeted learning

Targeted learning: causal inference for observational and experimental data

by Laan, M. J. van der

Type Book
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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.

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Title Statements

  • Full title :Targeted learning : causal inference for observational and experimental data / Mark J. Van der Laan, Sherri Rose.

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.

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Edition Statements

  • Publication Date:©2011.

Publication Statements

  • Publisher(s):Springer-Verlag
  • Place of Publication:New York
  • Language:eng
  • Publication Date:©2011.

The Physical Object

  • Description:lxxi, 626 pages : : illustrations ; : 25 cm.

Edition Identifiers

  • ISBN:9781441997814, 1441997814, 9781441997821, 1441997822
  • oclc:ocn731921833
  • LC Classification:QA276
  • Dewey Decimal:519.5

Subjects

Datenanalyse Inference Inférence (Logique) Inferenzstatistik Kausalität Maschinelles Lernen Mathematical statistics mathematics

Writers

Laan, M. J. van der Rose, Sherri

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