Targeted learning causal inference for observational and experimental data /

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.

Main Author: Laan, M. J. van der.
Other Authors: Rose, Sherri., SpringerLink (Online service)
Format: eBook
Language: English
Published: New York : Springer, ©2011.
New York : [2011]
Physical Description: 1 online resource (xlix, 626 pages).
Series: Springer series in statistics.
Subjects:

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