Targeted Learning

Name: Targeted Learning
Brand: Springer-Verlag New York Inc.
SKU: 9781441997814
Price: 189.16 EUR
Availability: InStock

Causal Inference for Observational and Experimental Data

Автор: Mark Van der Laan, Sherri Rose

Език:

Корици: С твърди корици

Издател: Springer-Verlag New York Inc.

Наличност: Външен склад

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189.16 € 369.97 лв

The statistics profession is at a unique point in history. The need for valid statistical tools is g...

Информация за книгата

Автор

Mark Van der Laan, Sherri Rose

Език

Английски език

Корици

Книга - С твърди корици

Издадена

2011

страници

628

EAN

9781441997814

ISBN

1441997814

Enbook ID

01424609

Издател

Springer-Verlag New York Inc.

Теглоt

1208

Размери

241 x 167 x 43

Пълно описание

The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hundreds of thousands of measurements for a single subject. The field is ready to move towards clear objective benchmarks under which tools can be evaluated. Targeted learning allows (1) the full generalization and utilization of cross-validation as an estimator selection tool so that the subjective choices made by humans are now made by the machine, and (2) targeting the fitting of the probability distribution of the data toward the target parameter representing the scientific question of interest. §This book is aimed at both statisticians and applied researchers interested in causal inference and general effect estimation for observational and experimental data. Part I is an accessible introduction to super learning and the targeted maximum likelihood estimator, including related concepts necessary to understand and apply these methods. Parts II-IX handle complex data structures and topics applied researchers will immediately recognize from their own research, including continuous outcomes, direct and indirect effects, positivity violations, case-control studies, censored data, longitudinal data, and genomic studies.

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Targeted Learning

Causal Inference for Observational and Experimental Data

Информация за книгата

Пълно описание

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