Property TestingCovers the concept of property testing using statistical methods.
Special Families of ModelsExplores completeness, minimal sufficiency, and special statistical models, focusing on exponential and transformation families.
Property-Based Testing: QuickChickExplores property-based testing using QuickChick, focusing on software correctness, specifications, and dynamic information flow control.
Generalization ErrorExplores tail bounds, information bounds, and maximal leakage in the context of generalization error.
Hypothesis Testing in StatisticsDelves into hypothesis testing, covering test statistics, critical regions, power functions, p-values, multiple testing, and non-parametric statistics.
Optimality in Statistical InferenceDelves into the duality between confidence intervals and hypothesis tests, emphasizing the importance of precision and accuracy in estimation.