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Lecture
Categorical Data Analysis: Methods and Examples
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Visualizing Categorical Data: Methods and Examples
Explores tools for visualizing categorical data to detect patterns and trends.
Goodness-of-Fit Test: Variables and Distributions
Covers the revision of variables, categorical data analysis, and goodness-of-fit tests.
Statistics Essentials: Chi-Square Test
Covers the Chi-square test to assess relationships between categorical variables through contingency tables.
Algebraic statistics: tables and networks
Explores algebraic statistics, log-linear models, and network testing for model goodness of fit.
Goodness-of-fit Tests in Statistics
Explores goodness-of-fit tests, X² tests, and independence tests in statistics, with practical examples and applications.
Two-way ANOVA and Chi-square Test
Explores two-way ANOVA, chi-square test, model comparison, and variable transformation for statistical analysis.
Linear Regression: Estimation and Testing
Explores linear regression estimation, hypothesis testing, and practical applications in statistics.
Confidence Intervals and Hypothesis Tests
Covers confidence intervals, hypothesis tests, standard errors, statistical models, likelihood, Bayesian inference, ROC curve, Pearson statistic, goodness of fit tests, and power of tests.
Probability Distributions in Environmental Studies
Explores probability distributions for random variables in air pollution and climate change studies, covering descriptive and inferential statistics.
Chi-Square Test: Independence Hypothesis
Explains the Chi-Square test for independence hypothesis and its practical applications.