Mathematical Biostatistics Boot Camp 2
Learn fundamental concepts in data analysis and statistical inference, focusing on one and two independent samples.
Monthly Subscription Starting at AED 99 + VAT
- Level Foundation
- Duration 12 hours
- Course by Johns Hopkins University
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Offered by
About
Learn fundamental concepts in data analysis and statistical inference, focusing on one and two independent samples.Modules
Syllabus: Description, Learning Objectives, and Grading
-
1
Readings
1
Readings
- Syllabus
Hypothesis Testing
-
5
Videos
5
Videos
- Hypothesis Testing
- More Hypothesis Testing
- General Rules of Hypothesis Testing
- Two-sided Tests
- Confidence Intervals & P Values
Power
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3
Videos
3
Videos
- Power
- Calculating Power
- T Tests & Monte Carlo
Two Sample Tests
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4
Videos
4
Videos
- Two Sample Tests - Matched Data I
- Two Sample Tests - Matched Data II
- Two Sample Tests - Regression to the Mean
- Two Sample Tests - Two Independent Groups
Review
-
2
Assignment
2
Assignment
- Module 1 Homework (Not counted toward final grade)
- Module 1 Quiz
Two Sample Binomial Tests
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3
Videos
3
Videos
- Two Sample Binomial Tests - Score Statistic
- Two Sample Binomial Tests - Exact Tests
- Two Sample Binomial Tests - Comparing 2 Binomial Proportions
Relative Risks & Odds Ratios
-
3
Videos
3
Videos
- Relative Risks & Odds Ratios - Relative Measures
- Relative Risks & Odds Ratios - The Relative Risk
- Relative Risks & Odds Ratios - The Odds Ratio
Delta Method
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2
Videos
2
Videos
- Delta Method
- Delta Method & Derivation
Review
-
2
Assignment
2
Assignment
- Module 2 Homework
- Module 2 Quiz
Fisher's Exact Test
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3
Videos
3
Videos
- Fisher's Exact Test
- Hyper-Geometric Distribution
- Fisher's Exact Text in Practice & Monte Carlo
Other Test Forms
-
4
Videos
4
Videos
- Chi Squared Testing
- Testing Independence
- Generalization
- Goodness of Fit Testing
Review
-
2
Assignment
2
Assignment
- Module 3 Homework
- Module 3 Quiz
Simpson's Pardox, Weighting, & CMH
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4
Videos
4
Videos
- Simpson's Paradox
- Simpson's Paradox, more examples
- Weighting
- CMH test
Case Control Sampling and Exact Inference for OR
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2
Videos
2
Videos
- Case Control Sampling
- Exact inference for The Odds Ratio
2x2 Tables
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4
Videos
4
Videos
- Matched 2x2 Tables
- Dependence and Marginal Homogeneity
- Estimation of the Marginal Difference in Proportions
- Odds and Ends for Matched 2x2 Tables
Sign, Sign Rank, and Rank Sum
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3
Videos
3
Videos
- the sign test
- the sign rank test
- the rank sum test
Poisson
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3
Videos
3
Videos
- Poisson distribution
- Poisson likelihood
- Poisson P-value calculation
Review
-
2
Assignment
2
Assignment
- Module 4 Homework
- Module 4 Quiz
Auto Summary
Embark on a comprehensive journey into the world of data analysis and statistical inference with the "Mathematical Biostatistics Boot Camp 2". This foundational course, offered through Coursera, delves into essential concepts surrounding one and two independent samples. Designed to bolster your understanding of key statistical principles, this course is ideally suited for those seeking to strengthen their analytical skills in the domains of mathematics and statistics. Guided by expert instructors, you will engage in a 720-minute immersive learning experience that thoroughly covers the intricacies of biostatistics. Whether you're a beginner or looking to refresh your knowledge, this course provides a solid groundwork in statistical methods. Flexible subscription options, including Starter and Professional plans, make this course accessible for a wide range of learners. Join now and enhance your proficiency in biostatistics, paving the way for more advanced studies or professional applications in the field.
Brian Caffo, PhD