Targeted Learning is popular PDF and ePub book, written by Mark J. van der Laan in 2011-06-17, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Targeted Learning can be Read Online from any device for your convenience.
Targeted Learning Book PDF Summary
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 time-to-event outcomes, direct and indirect effects, positivity violations, case-control studies, censored data, longitudinal data, and genomic studies.
Detail Book of Targeted Learning PDF
- Author : Mark J. van der Laan
- Release : 17 June 2011
- Publisher : Springer Science & Business Media
- ISBN : 9781441997821
- Genre : Mathematics
- Total Page : 628 pages
- Language : English
- PDF File Size : 20,6 Mb
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