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Survival analysis

Related lectures (32)

Extreme Value Theory: Limiting Distributions and Applications

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

Quantitative Risk Management: Copulas and Generative Adversarial Networks

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

Model Specification: The Error Term MOOC: Introduction to Discrete Choice Models

Delves into the binary choice model, error term specification, and Extreme Value distribution properties.

Binary Choice Model

Covers the binary choice model, error term assumptions, specific constants, invariances, and distribution properties.

Extreme Value Theory: GEV and GPD

Covers Extreme Value Theory, focusing on GEV and GPD distributions and the POT Model for threshold exceedances.

Markov chains

Covers Markov chains, Monte Carlo sampling, isotropy, and the curse of dimensionality.

Generalization Error

Explores generalization error in machine learning, focusing on data distribution and hypothesis impact.

Factorial design II

Explores the visualization and selection of effects in a 2N Full Factorial Design using the Normal plot method.

Gumbel Distribution: Properties and Illustrations

Explores the properties of the Gumbel distribution and its application in the coupon collector problem with illustrative examples.

Mechanical Behavior of Ceramics

Covers fracture mechanics, material strength, and crack propagation in ceramics, including the impact of environmental factors.

Carpan Collector Problem

Explores the Carpan collector problem, analyzing expected completion times and waiting times for collecting different objects uniformly at random.

Coupon Collector Problem: Part 1

Explores the coupon collector problem, analyzing the minimum number of balls needed for each bin to contain at least one ball.

SWISH: Split Where Information Should Happen

Explores the SWISH principle of transitioning between different planes to shape collaborative discussions.

Survival Analysis: Cox Proportional Hazards Model

Introduces the Cox proportional hazards model for survival analysis, covering estimation, assessment of assumptions, and interpretation using residuals.

Statistical Mechanical Resistance: Ceramics

Covers statistical mechanical resistance in ceramics, including Weibull statistic and stable cracking behavior in compression.

Fit Gumbel Curves to Rainfall Data Log in to Mediaspace to watch this video

Explores fitting Gumbel curves to rainfall data in hydrology.

Precipitation and Hydrologic Design Log in to Mediaspace to watch this video

Covers methods to define the design storm, empirical distribution of rainfall maxima, Gumbel distribution, and intensity-duration-frequency relationships.

Estimating GEV Parameters Log in to Mediaspace to watch this video

Explores techniques for estimating GEV parameters using graphical and likelihood-based methods, illustrated with real-world examples.

Venice Sea Levels Analysis Log in to Mediaspace to watch this video

Analyzes Venice sea levels from 1887 to 2017, focusing on maximum levels and trend estimation.

Extreme Value Theory: Maximum Distribution Log in to Mediaspace to watch this video

Explores extreme value theory, focusing on maximum distribution and different types of distributions based on shape parameters.