May 10, 2023, 1:18 p.m. | Naman Agrawal

Towards Data Science - Medium towardsdatascience.com

Charting the Non-Parametric Odyssey: Statistical Frameworks for Distribution-Free Hypothesis Testing

Gauging the Mechanics of the Sign and Wilcoxon Signed Rank Tests

Photo by Kiwihug on Unsplash

Contents

  1. Introduction
  2. Tool 1: One-Sample Sign Test
  3. Tool 2: Two-Sample Sign Test
  4. Limitations of the Sign Test
  5. Tool 3: One-Sample Wilcoxon Signed Rank Test
  6. Wilcoxon Signed Rank Test: Possible Complications
  7. Tool 4: Two-Sample Wilcoxon Signed Rank Test
  8. Conclusion

Introduction

Statistics is the corpus of instruments of knowledge that allow us to infer from data …

data science distribution frameworks free hypothesis hypothesis-testing math mathematics non-parametric parametric statistical statistics test

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