Undergraduate Certificate in Quantitative Regression Models
-- ViewingNowThe Undergraduate Certificate in Quantitative Regression Models is a comprehensive course that equips learners with essential skills in statistical modeling and analysis. This certificate program emphasizes the practical application of quantitative regression models in various industries, including finance, healthcare, and technology.
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โข Introduction to Regression Analysis โข Basic concepts, simple linear regression, multiple linear regression, model selection criteria
โข Assumptions and Diagnostics in Regression โข Assumptions of regression analysis, diagnostic tests, influence diagnostics
โข Generalized Linear Models โข Extensions of linear models, link functions, heteroscedasticity, non-normal distributions
โข Logistic Regression โข Binary outcomes, maximum likelihood estimation, odds ratios
โข Regression with Time Series Data โข Time series fundamentals, autoregressive, moving average, ARIMA models
โข Penalized Regression โข Ridge regression, Lasso regression, elastic net, regularization techniques
โข Multilevel Regression Models โข Hierarchical data structures, random effects, mixed models
โข Nonparametric Regression โข Smoothing splines, local regression, kernel regression, flexibility in modeling
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