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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⢠Introduction to Regression Analysis ⢠Basic concepts, simple linear regression, multiple linear regression, model selection criteria
⢠Assumptions and Diagnostics in Regression ⢠Assumptions of regression analysis, diagnostic tests, influence diagnostics
⢠Generalized Linear Models ⢠Extensions of linear models, link functions, heteroscedasticity, non-normal distributions
⢠Logistic Regression ⢠Binary outcomes, maximum likelihood estimation, odds ratios
⢠Regression with Time Series Data ⢠Time series fundamentals, autoregressive, moving average, ARIMA models
⢠Penalized Regression ⢠Ridge regression, Lasso regression, elastic net, regularization techniques
⢠Multilevel Regression Models ⢠Hierarchical data structures, random effects, mixed models
⢠Nonparametric Regression ⢠Smoothing splines, local regression, kernel regression, flexibility in modeling
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