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Related lectures (30)

Model Checking and Residuals Log in to Mediaspace to watch this video

Explores model checking and residuals in regression analysis, emphasizing the importance of diagnostics for ensuring model validity.

Generalized Linear Models Log in to Mediaspace to watch this video

Covers Generalized Linear Models, likelihood, deviance, link functions, sampling methods, Poisson regression, over-dispersion, and alternative regression models.

Jacamar Data Analysis Log in to Mediaspace to watch this video

Covers jacamar data analysis, smoking data models, and challenges with log-linear models in visual impairment data.

Linear Regression: Model Adjustment and Parameter Estimation Log in to Mediaspace to watch this video

Explains the decomposition of total sum of squares, model adjustment, and parameter estimation in linear regression.

Maximum Likelihood Theory & Applications Log in to Mediaspace to watch this video

Covers maximum likelihood theory, applications, and hypothesis testing principles in econometrics.

Linear Models for Classification: Logistic Regression and SVM Log in to Mediaspace to watch this video

Covers linear models for classification, focusing on logistic regression and support vector machines.

General Linear Model: Model Selection Log in to Mediaspace to watch this video

Explores the General Linear Model, significance testing, model selection, and parameter inference.

IWLS Algorithm: Overview Log in to Mediaspace to watch this video

Covers the IWLS algorithm for obtaining MLEs in regression models and discusses the likelihood ratio statistic and deviance in model fitting.

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.

Generalized Linear Models: Theory and Applications Log in to Mediaspace to watch this video

Explores Generalized Linear Models theory, including logistic and Poisson regression, model evaluation, and coefficient tests.

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