Targeted Learning in Data Science Causal Inference for Complex Longitudinal Studies /

• Main Authors: van der Laan, Mark J. (Author, http://id.loc.gov/vocabulary/relators/aut), Rose, Sherri (http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2018.
• Edition: 1st ed. 2018.
• Series: Springer Series in Statistics,
• Subjects: Statistics .; Big data.; Biostatistics.; Biomedical engineering.; Public health.; Statistical Theory and Methods.; Big Data/Analytics.; Statistics for Life Sciences, Medicine, Health Sciences.; Biomedical Engineering/Biotechnology.; Public Health.

This textbook for graduate students in statistics, data science, and public health deals with the practical challenges that come with big, complex, and dynamic data. It presents a scientific roadmap to translate real-world data science applications into formal statistical estimation problems by usin...