TAB4 Stuff they don't tell you in regressiondobelman/courses/texts/Notes.411_616... · 2019....

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TAB4 Stuff they don't tell you in regression Correlations and partial correlation

The most commonly used regressions:

Linear regression

Simple/ multiple logistic regression (see GLM)

Local (Curvilinear) Regression (e.g., LOESS, polynomial, splines, nonlinear)

Ridge regression

Lasso regression

ElasticNet regression

ANCOV A (see GLM)

Non-parametric regression

Kendall-Theil regression

Spearman rank regression

Rank regression

Quantile regression

Robust regression

Ordinal regression

Other types

Principal component regression (PCR)

Partial least square regression (PlS)

Support vector regression

Poisson, Beta and Negative binomial regression (see GLM)

Quasi-Poisson regression

Cox regression

Bayesian regression

LAD regression: (Similar to linear regression, but using absolute values (Ll space))

Jackknife regression

DISCL!\ IMEH

·1 hcse note are for Dr. J. Dobelman' c; classes on mathematica l and applil'd slalistics. Thc'>e notes arc no l intended tn be d islribuled ou lsidc the c l<1ssroom selling. !'hey arc based on a wid e variety of sou recs. her~ cfforl is 111,1dt> lli ensure that lhe conte nt is correct in accorda nce with generally aCCl'ptcd statistic.:il principlc'i and practices, bul no guarantee can be mad e tha t inconsistencies might no t be contained herein. For a lmost absolutely correct version-. ol these no tes, please see the lis t of importa nt monographs va rious ly reported on our website or Canvas, or else '>Cc the resources found in http://www.stat.rice.edu/ -dobelman/courses / statbooks.pdf.

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