Mediaspace scheduled maintenance: Aug 25, 2026 07:00 - 12:00 AM. During this time, videos will be temporarily unavailable. Check status updates.

Concept

Asymptotic distribution

Related lectures (32)

Exchangeability and Network Statistics Log in to Mediaspace to watch this video

Explores exchangeability, statistical summaries for networks, invariance issues, and the Poisson Limit theorem in network statistics.

Quantization of Probability Distributions Log in to Mediaspace to watch this video

Covers quantization of probability distributions, statistical k-means clustering, mean estimation, robust clustering methods, and open research questions.

Extreme Value Analysis: Applications and Consequences Log in to Mediaspace to watch this video

Explores extremal limit theorems and statistical analysis for analyzing extreme events like Venezuela rainfall and Venice data.

Extreme Value Theory Log in to Mediaspace to watch this video

Explores the Extreme Value Theory and the impact of local dependence on extreme values.

Likelihood Ratio Tests: Optimality and Applications Log in to Mediaspace to watch this video

Explores the theory and applications of likelihood ratio tests in statistical hypothesis testing.

Maximum Likelihood Estimation: Theory Log in to Mediaspace to watch this video

Covers the theory behind Maximum Likelihood Estimation, discussing properties and applications in binary choice and ordered multiresponse models.

Monte Carlo Method: Simulation and Inference Log in to Mediaspace to watch this video

Covers the Monte Carlo method for statistical inferences using simulation tools and sample mean estimators.

Maximum Likelihood Estimation: Econometrics Log in to Mediaspace to watch this video

Introduces Maximum Likelihood Estimation in econometrics, covering principles, properties, applications, and specification tests.

Bivariate Maxima: Parametric Models and Distributions Log in to Mediaspace to watch this video

Explores bivariate maxima, parametric models, distributions, and dependence functions in statistics.

Stability Relationships in Distributions Log in to Mediaspace to watch this video

Explores stability relationships, domains of attraction, and limitations in distributions for statistical modeling and analysis.

Linear Regression: Beyond the Basics Log in to Mediaspace to watch this video

Explores advanced concepts in linear regression models, including multicollinearity, hypothesis testing, and handling outliers.

The Stein Phenomenon and Superefficiency Log in to Mediaspace to watch this video

Explores the Stein Phenomenon, showcasing the benefits of bias in high-dimensional statistics and the superiority of the James-Stein Estimator over the Maximum Likelihood Estimator.