Entropy and Sampling TheoryExplores entropy, minimally sufficient statistics, exponential families, and Gaussian sampling distributions.
Dirichlet-Multinomial ModelDiscusses the Dirichlet distribution, Bayesian inference, posterior mean and variance, conjugate priors, and predictive distribution in the Dirichlet-Multinomial model.
Air Pollution AnalysisExplores air pollution analysis using wind data, probability distributions, and trajectory models for air quality assessment.
Exponential FamilyCovers the properties of the exponential family and the estimation of parameters.
Exponential FamilyExplores the Exponential Family distribution, covering entropy, energy, and moments.
Probability and StatisticsCovers inequalities, joint Gaussian distribution, risk estimation, and classification method testing in probability and statistics.