Targeted Learning in Data Science

Name: Targeted Learning in Data Science
Brand: Springer International Publishing AG
SKU: 9783319653037
Price: 683.61 RON
Availability: InStock

Autor: Mark J. Van Der Laan, Sherri Rose

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Legare: Copertă tare

Editura: Springer International Publishing AG

Disponibilitate: În depozitul extern

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683.61 lei

This textbook for Masters and PhD graduate students in biostatistics, statistics, data science, and...

Informații despre carte

Autor

Mark J. Van Der Laan, Sherri Rose

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2018

Pagini

640

EAN

9783319653037

ISBN

3319653032

Enbook ID

16730460

Editura

Springer International Publishing AG

Greutate

1104

Dimensiuni

158 x 234 x 37

Descriere completă

This textbook for Masters and PhD graduate students in biostatistics, statistics, data science, and epidemiology deals with the practical challenges that come with big, complex, and dynamic data while maintaining a strong theoretical foundation. It presents a scientific roadmap to translate real-world data science applications into formal statistical estimation problems by using the general template of targeted maximum likelihood estimators to construct targeted machine learning algorithms that incorporate state of the art applications to estimate quantities of interest, while still providing valid inference. Targeted learning methods within data science are a critical component for answering complex statistical questions in the modern age. The techniques can answer complex questions including optimal rules for assigning treatment based on longitudinal data involving time-dependent confounding and censoring as well as other estimands in dependent data structures, such as networks. Standard methods and software tools are not currently equipped for these challenges; however, targeted learning is tailored for these problems found in precision medicine, big data, and data science. Included in Targeted Learning in Data Science are demonstrations with software packages and real data sets that present a case that targeted learning is crucial for the next generation of statisticians and data scientists.

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