Advanced Statistical Methods in Life Science
eBook - ePub

Advanced Statistical Methods in Life Science

  1. 320 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Advanced Statistical Methods in Life Science

About this book

This book introduces the principles and foundations of advanced statistical methods for designing experiments and testing hypotheses in life sciences. Advanced statistical methods, such as testing of hypotheses, recent methods of sample size determination/imputation, estimation techniques, probability distributions, and univariate analysis demonstrated with real data, and their integration into life sciences are included in this book. Advanced topics are presented with sufficient conceptual depth and examples to explain the use of recent statistical techniques and to demonstrate what conclusions can be drawn at the right time using modeling in life science research.

Key features:

  • Explains the derivation of statistical models to prove disease transmission using massive real-world datasets to explore practical applicability
  • Incorporates the application of innovative advanced statistical and epidemiological models and demonstrates the possible solutions for public health policy intervention
  • Helps to understand the process of hypothesis testing in small or larger observations by using weighted parameters
  • Presents suitable examples and real-life research datasets, and all models can easily be followed in formulating statistical and mathematical derivations and key points
  • Includes machine learning (ML), statistical methods for meta-analysis, testing of hypotheses, methods of imputation, estimation techniques, probability distributions, univariate analysis, and recent nonparametric methods, all illustrated through actual data

This textbook is for students and scholars of various courses in life sciences, medicine, mathematics, and statistical science. It will also help academicians and researchers to understand the foundation of this topic.

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Yes, you can access Advanced Statistical Methods in Life Science by Basavarajaiah DM,B Narasimha Murthy,Basavarajaiah D.M,Narasimhamurthy B in PDF and/or ePUB format, as well as other popular books in Mathematics & Computer Science General. We have over one million books available in our catalogue for you to explore.

Information

Table of contents

  1. Cover
  2. Half Title
  3. Title Page
  4. Copyright Page
  5. Dedication
  6. Table of Contents
  7. Preface
  8. Authors
  9. 1 Diagrammatic Representation of Life Science Research: A Comprehensive Overview
  10. 2 A Comprehensive Guide to Descriptive Statistics on Measures of Central Tendency and Dispersion
  11. 3 Correlation and Regression Analysis: A Beginnerʼs Guide
  12. 4 Exploring the Applications of the Theory of Probability
  13. 5 Recent Probability Distribution and Statistical Methods in Life Science Research
  14. 6 An Expertʼs Guide to Using Statistical Hypothesis for Life Science
  15. 7 Exploring Statistical Performance: Strategies to Study Molecular Genetics
  16. 8 Unleash the Potential of Proteomics Data with Statistical Application in Biochemistry
  17. 9 Statistical Tools for Clinical Trials in Medical Research
  18. 10 An Introduction to Sampling Techniques and Sample Size Determination in Biological Science Research
  19. 11 A Comprehensive Overview of Machine Learning and Artificial Neural Network Modeling
  20. 12 Applying Meta-Analysis in the New Trend of Scientific Scenarios
  21. 13 Uncovering the Top N Nonparametric Tests in Life Science
  22. 14 Statistical Ethics and Future Line of Research Work
  23. Index