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Related lectures (29)
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Estimators and Confidence Intervals
Explores bias, variance, unbiased estimators, and confidence intervals in statistical estimation.
Analysis of Variance (ANOVA)
Covers Analysis of Variance (ANOVA) for assessing categorical variable effects on quantitative outcomes.
DOE Qualitative factors: IV
Explores qualitative factors in Design of Experiments, including statistical tests and error types.
Confidence Intervals and Hypothesis Testing
Explores confidence intervals, hypothesis testing, and ROC curves in statistical analysis.
Instrumental Variables: Intuition and Estimation
Covers instrumental variables, addressing endogeneity issues in regression analysis through estimation techniques and practical examples.
Sampling Theory: Statistics for Mathematicians
Covers the theory of sampling, focusing on statistics for mathematicians.
Statistics & Experimental Design
Explores conditional probability, Framingham studies, effect size, t-test, and sampling error in statistics.
Copulas and Extreme Values
Explores copulas for measuring dependence strength in distributions and transforming variables to unit Fréchet margins.
Statistical Tests: T-Tests and ANOVA
Covers the calculation of paired t-tests, advantages/disadvantages of different t-tests, and the concept of ANOVA.
Maximum Likelihood Estimation: Multivariate Statistics
Explores maximum likelihood estimation and multivariate hypothesis testing, including challenges and strategies for testing multiple hypotheses.