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Concept

Multimodal distribution

Related lectures (18)

Quantitative Risk Management: Distributions and Techniques

Covers distributions and techniques in Quantitative Risk Management for financial modeling.

Descent methods and line search: Golden section MOOC: Optimization: principles and algorithms - Unconstrained nonlinear optimization

Explores descent methods, line search, interval generation, and the golden section calculation.

Joint Distributions

Explores joint distributions, marginal laws, covariance, correlation, and variance properties.

Statistics: Hypothesis Testing & Confidence Intervals

Covers hypothesis testing, confidence intervals, data distributions, and statistical significance in data analysis.

Complement: Some examples of cdfs

Covers examples of cumulative distribution functions for continuous random variables and correlations between random variables.

Elliptical Distributions: Properties and Applications

Covers elliptical distributions, including properties, applications, and risk management implications.

Multivariate Distributions: Spherical and Elliptical

Explores spherical and elliptical distributions, normal variance mixtures, factor models, and principal component analysis.

Spherical & Elliptical Distributions

Covers spherical and elliptical distributions of random vectors.

Multivariate Normal Distribution: Correlation and Covariance

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

Extreme Value Theory: Limiting Distributions and Applications

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

Untitled

Kuramoto Model: Generalized Overview

Provides an overview of the generalized Kuramoto model, including natural frequencies, all-to-all coupling, bifurcation diagrams, and diffusion systems.

Data Analysis: Correlation Measures Log in to Mediaspace to watch this video

Covers the basics of data analysis, focusing on statistical concepts and correlation measures.

Statistics of Multivariate Extremes Log in to Mediaspace to watch this video

Covers extremal limit theorems, basic statistical analysis, and applications to multivariate extremes, emphasizing the importance of understanding the distribution of maxima.

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.

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.

Electricity Market: Balancing and Liberalization Log in to Mediaspace to watch this video

Explores ancillary services, capacity market, and electricity market liberalization, emphasizing system balancing and peak demand challenges.

Supervised Learning Fundamentals Log in to Mediaspace to watch this video

Introduces the fundamentals of supervised learning, including loss functions and probability distributions.