John Hopkins University - Mathematical Biostatistics Boot Camp 2
- Offered byCoursera
Mathematical Biostatistics Boot Camp 2 at Coursera Overview
Duration | 12 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course |
Credential | Certificate |
Mathematical Biostatistics Boot Camp 2 at Coursera Highlights
- 29% got a tangible career benefit from this course.
- 17% got a pay increase or promotion.
- Earn a certificate from the university of Johns Hopkins upon completion of course.
Mathematical Biostatistics Boot Camp 2 at Coursera Course details
- Learn fundamental concepts in data analysis and statistical inference, focusing on one and two independent samples.
Mathematical Biostatistics Boot Camp 2 at Coursera Curriculum
Hypothesis Testing
Hypothesis Testing
More Hypothesis Testing
General Rules of Hypothesis Testing
Two-sided Tests
Confidence Intervals & P Values
Power
Calculating Power
T Tests & Monte Carlo
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
Syllabus
Module 1 Homework (Not counted toward final grade)
Module 1 Quiz
Two Binomials
Two Sample Binomial Tests - Score Statistic
Two Sample Binomial Tests - Exact Tests
Two Sample Binomial Tests - Comparing 2 Binomial Proportions
Relative Risks & Odds Ratios - Relative Measures
Relative Risks & Odds Ratios - The Relative Risk
Relative Risks & Odds Ratios - The Odds Ratio
Delta Method
Delta Method & Derivation
Module 2 Homework
Module 2 Quiz
Discrete Data Settings
Fisher's Exact Test
Hyper-Geometric Distribution
Fisher's Exact Text in Practice & Monte Carlo
Chi Squared Testing
Testing Independence
Generalization
Goodness of Fit Testing
Module 3 Homework
Module 3 Quiz
Techniques
Simpson's Paradox
Simpson's Paradox, more examples
Weighting
CMH test
Case Control Sampling
Exact inference for The Odds Ratio
Matched 2x2 Tables
Dependence and Marginal Homogeneity
Estimation of the Marginal Difference in Proportions
Odds and Ends for Matched 2x2 Tables
the sign test
the sign rank test
the rank sum test
Poisson distribution
Poisson likelihood
Poisson P-value calculation
Module 4 Homework
Module 4 Quiz