Design of Experiments and Advanced Statistical Techniques in Clinical Research

✍ Scribed by Basavarajaiah D. M., Bhamidipati Narasimha Murthy

Publisher: Springer Singapore;Springer
Year: 2020
Tongue: English
Leaves: 380
Edition: 1st ed.
Category: Library

No coin nor oath required. For personal study only.

✦ Synopsis

Recent Statistical techniques are one of the basal evidence for clinical research, a pivotal in handling new clinical research and in evaluating and applying prior research. This book explores various choices of statistical tools and mechanisms, analyses of the associations among different clinical attributes. It uses advanced statistical methods to describe real clinical data sets, when the clinical processes being examined are still in the process. This book also discusses distinct methods for building predictive and probability distribution models in clinical situations and ways to assess the stability of these models and other quantitative conclusions drawn by realistic experimental data sets. Design of experiments and recent posthoc tests have been used in comparing treatment effects and precision of the experimentation. This book also facilitates clinicians towards understanding statistics and enabling them to follow and evaluate the real empirical studies (formulation of randomized control trial) that pledge insight evidence base for clinical practices. This book will be a useful resource for clinicians, postgraduates scholars in medicines, clinical research beginners and academicians to nurture high-level statistical tools with extensive scope.

✦ Table of Contents

Front Matter ....Pages i-xxxv
Designs of Clinical Research and Its Practical Approach (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 1-76
Advanced Designs of Experiment Approach to Clinical and Medical Research (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 77-131
Random Forest and Concept of Decision Tree Model (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 133-156
Applications of Machine Learning in Medical Research (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 157-178
Statistical Genetics and Its Application in Drug Trail (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 179-211
Statistical Implications for Estimation of Genetic Traits in Human Vaccine Trials (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 213-221
Statistical Implications and Its Practical Approach to Research Methodology (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 223-244
Statistical Modelling for Life-Threatening Diseases (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 245-260
Meta-analysis in Clinical and Life Science Research (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 261-281
Pharmacokinetic and Statistical Modeling (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 283-319
Imputation Methods Approach to Clinical and Life Science Research Data Sets (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 321-332
Ethical Perspective of Medical Research (Basavarajaiah D. M., Bhamidipati Narasimha Murthy)....Pages 333-345
Back Matter ....Pages 347-356

✦ Subjects

Biomedicine; Biomedicine, general; Applied Statistics; Statistics for Life Sciences, Medicine, Health Sciences

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