Exploring Fisher's Exact Test for Categorical Data Analysis | My Easy Statistics

My Easy Statistics
My Easy Statistics
681 بار بازدید - 12 ماه پیش - Exploring Fisher's Exact Test for
Exploring Fisher's Exact Test for Categorical Data Analysis | My Easy Statistics
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Welcome to My Easy Statistics! In this informative video, we delve into the intricacies of Fisher's exact test – a powerful statistical tool used to determine significant associations between categorical variables. Unlike the traditional chi-square test, Fisher's exact test shines when dealing with small expected counts (less than five) in certain cells of your data.
📊 Key Points Covered:
• Introduction to Fisher's Exact Test: Learn what Fisher's exact test is and how it helps identify significant relationships between categorical variables.
• Comparison with Chi-Square Test: Understand why Fisher's exact test is preferred over the chi-square test when expected counts are small.
• Real-world Example: Explore a practical application of Fisher's exact test using a database of 34 individuals. We'll examine the link between exercise habits and heart disease.
• Hypotheses Setup: Uncover the null and alternate hypotheses we're testing: Is there a significant association between regular exercise and heart disease?
• Data Analysis: Follow step-by-step instructions on performing the analysis using software. See how to set up cross-tabulations, calculate expected counts, and derive meaningful percentages.
• Interpretation of Results: Discover how to interpret the output. We'll walk you through the significance values obtained from both Fisher's exact test and the chi-square test.
• Conclusive Findings: Witness the power of Fisher's exact test as we validate our findings. Understand the strength of the relationship between exercise habits and heart disease.
• Why Choose Fisher's Exact Test: Learn why this test is crucial in cases of small expected counts and how it ensures accurate results.
Whether you're a student, researcher, or enthusiast, this video equips you with the knowledge to confidently navigate Fisher's exact test and draw meaningful insights from your categorical data. Don't let small expected counts hinder your analyses – harness the precision of Fisher's exact test today!
🔗 Resources Mentioned: Data set will be provided on request
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Keywords:
Fisher's exact test, categorical data analysis, statistical significance, hypothesis testing, contingency tables, p-value, chi-squared test, logistic regression, anova, regression analysis, data mining, machine learning, big data, data science, statistics, mathematics, science, education, research, tutorial, guide, explanation, introduction, overview, definition


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12 ماه پیش در تاریخ 1402/06/08 منتشر شده است.
681 بـار بازدید شده
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