Bayesian Data Analysis for the Behavioral and Neural Sciences
eBook - PDF

Bayesian Data Analysis for the Behavioral and Neural Sciences

Non-Calculus Fundamentals

  1. English
  2. PDF
  3. Available on iOS & Android
eBook - PDF

Bayesian Data Analysis for the Behavioral and Neural Sciences

Non-Calculus Fundamentals

About this book

This textbook bypasses the need for advanced mathematics by providing in-text computer code, allowing students to explore Bayesian data analysis without the calculus background normally considered a prerequisite for this material. Now, students can use the best methods without needing advanced mathematical techniques. This approach goes beyond "frequentist" concepts of p-values and null hypothesis testing, using the full power of modern probability theory to solve real-world problems. The book offers a fully self-contained course, which demonstrates analysis techniques throughout with worked examples crafted specifically for students in the behavioral and neural sciences. The book presents two general algorithms that help students solve the measurement and model selection (also called "hypothesis testing") problems most frequently encountered in real-world applications.

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Yes, you can access Bayesian Data Analysis for the Behavioral and Neural Sciences by Todd E. Hudson in PDF and/or ePUB format, as well as other popular books in Psychology & History & Theory in Psychology. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Cover
  2. Half-title Page
  3. Title Page
  4. Copyright Page
  5. Dedication
  6. Contents
  7. Preface
  8. Acknowledgments
  9. 1 Logic and Data Analysis
  10. 2 Mechanics of Probability Calculations
  11. 3 Probability and Information: From Priors to Posteriors
  12. 4 Prediction and Decision
  13. 5 Models and Measurements
  14. 6 Model Comparison
  15. Appendices
  16. References
  17. Index