Statistical Methods for Dynamic Treatment Regimes

Statistical Methods for Dynamic Treatment Regimes
Author : Bibhas Chakraborty
Publisher : Springer Science & Business Media
Total Pages : 204
Release : 2013-07-23
ISBN 10 : 9781461474289
ISBN 13 : 1461474280
Language : EN, FR, DE, ES & NL


Statistical Methods for Dynamic Treatment Regimes shares state of the art of statistical methods developed to address questions of estimation and inference for dynamic treatment regimes, a branch of personalized medicine. This volume demonstrates these methods with their conceptual underpinnings and illustration through analysis of real and simulated data. These methods are immediately applicable to the practice of personalized medicine, which is a medical paradigm that emphasizes the systematic use of individual patient information to optimize patient health care. This is the first single source to provide an overview of methodology and results gathered from journals, proceedings, and technical reports with the goal of orienting researchers to the field. The first chapter establishes context for the statistical reader in the landscape of personalized medicine. Readers need only have familiarity with elementary calculus, linear algebra, and basic large-sample theory to use this text. Throughout the text, authors direct readers to available code or packages in different statistical languages to facilitate implementation. In cases where code does not already exist, the authors provide analytic approaches in sufficient detail that any researcher with knowledge of statistical programming could implement the methods from scratch. This will be an important volume for a wide range of researchers, including statisticians, epidemiologists, medical researchers, and machine learning researchers interested in medical applications. Advanced graduate students in statistics and biostatistics will also find material in Statistical Methods for Dynamic Treatment Regimes to be a critical part of their studies.

More Books:

Statistical Methods for Dynamic Treatment Regimes
Language: en
Pages: 204
Authors: Bibhas Chakraborty
Categories: Medical
Type: BOOK - Published: 2013-07-23 - Publisher: Springer Science & Business Media

Statistical Methods for Dynamic Treatment Regimes shares state of the art of statistical methods developed to address questions of estimation and inference for
Dynamic Treatment Regimes
Language: en
Pages: 602
Authors: Anastasios A. Tsiatis
Categories: Mathematics
Type: BOOK - Published: 2019-12-19 - Publisher: CRC Press

Dynamic Treatment Regimes: Statistical Methods for Precision Medicine provides a comprehensive introduction to statistical methodology for the evaluation and di
Dynamic Treatment Regimes
Language: en
Pages: 602
Authors: Anastasios A. Tsiatis
Categories: Medical records
Type: BOOK - Published: 2019-12-10 - Publisher: CRC Press

"Precision medicine seeks to use data to construct principled, i.e., evidence-based, treatment strategies that dictate where, when, and to whom treatment should
Robust Statistical Method for Estimating Optimal Dynamic Treatment Regimes
Language: en
Pages: 77
Authors: Baqun Zhang
Categories:
Type: BOOK - Published: 2012 - Publisher:

New Statistical Methods for Precision Medicine
Language: en
Pages: 87
Authors: Ailin Fan
Categories:
Type: BOOK - Published: 2016 - Publisher:

Handbook of Statistical Methods for Randomized Controlled Trials
Language: en
Pages: 654
Authors: KyungMann Kim
Categories: Mathematics
Type: BOOK - Published: 2021-08-23 - Publisher: CRC Press

Statistical concepts provide scientific framework in experimental studies, including randomized controlled trials. In order to design, monitor, analyze and draw
The Bipolar Book
Language: en
Pages: 720
Authors: Aysegul Yildiz
Categories: Medical
Type: BOOK - Published: 2015-05-22 - Publisher: Oxford University Press

As a major mainstay of clinical focus and research today, bipolar disorder affects millions of individuals across the globe with its extreme and erratic shifts
Modern Clinical Trial Analysis
Language: en
Pages: 254
Authors: Wan Tang
Categories: Medical
Type: BOOK - Published: 2012-09-05 - Publisher: Springer Science & Business Media

This volume covers classic as well as cutting-edge topics on the analysis of clinical trial data in biomedical and psychosocial research and discusses each topi
Cancer Clinical Trials
Language: en
Pages: 474
Authors: Stephen L. George
Categories: Mathematics
Type: BOOK - Published: 2016-08-03 - Publisher: CRC Press

Cancer Clinical Trials: Current and Controversial Issues in Design and Analysis provides statisticians with an understanding of the critical challenges currentl
Quantitative Methods in Pharmaceutical Research and Development
Language: en
Pages: 445
Authors: Olga V. Marchenko
Categories: Medical
Type: BOOK - Published: 2020-09-24 - Publisher: Springer Nature

This contributed volume presents an overview of concepts, methods, and applications used in several quantitative areas of drug research, development, and market