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Concept

Kurtosis

Related lectures (12)

Threshold Exceedances: Generalized Pareto Distribution

Explores threshold exceedances and the Generalized Pareto Distribution for modeling extreme data points above a specified level.

Sampling a Probability Distribution

Explores sampling a probability distribution and structure functions in statistical analysis.

Extreme Value Theory: Limiting Distributions and Applications

Covers Extreme Value Theory, GEV distributions, GPD, and threshold exceedances.

Quantitative Risk Management: VaR Estimation and Multivariate Distributions

Explores VaR estimation, confidence intervals, backtesting, multivariate distributions, and normality testing through QQ plots and the Jarque-Bera statistic.

Multivariate Normal Distribution: Correlation and Covariance

Covers correlation, covariance, empirical estimates, eigenvalues, normality testing, and factor models.

Quantitative Risk Management: Copulas and Generative Adversarial Networks

Explores copulas, simulation algorithms, fitting data with rank correlations, and GANs for image generation.

Controlling Dispersity Log in to Mediaspace to watch this video

Covers the concept of dispersity in polymer science, exploring strategies to control it and its impact on polymer properties and self-assembly.

Basics of Risk Analysis and Management Log in to Mediaspace to watch this video

Introduces the basics of risk analysis and management in civil engineering, covering distributions, statistical reminders, and mathematical interpretation techniques.

Elements of Statistics: Exercises Log in to Mediaspace to watch this video

Covers exercises on Bayes' Theorem, moment generating functions, photon counts, disease probabilities, and distribution properties.

Estimating R: Multiple Testing and P-values Log in to Mediaspace to watch this video

Explores the estimation of R in multiple testing scenarios and the challenges of P-value calculations.

Estimating Maximum Streamflow with LP3 Distribution Log in to Mediaspace to watch this video

Covers the frequency factor approach and the log-Pearson Type III distribution for estimating maximum streamflow.

Extreme Value Theory: Point Processes Log in to Mediaspace to watch this video

Covers the application of extreme value theory to point processes and the estimation of extreme events from equally-spaced time series.