Difference between revisions of "Methodology"

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== [[Predictive variable selection]] ==
 
== [[Predictive variable selection]] ==
 
=== [[Removing highly correlated variables]] ===
 
 
=== [[Computing a univariate odds ratio]] ===
 
 
=== [[Computing a multivariate odds ratio]] ===
 
 
=== [[Assessing model coefficients]] ===
 
  
 
== [[Transformation of variables]] ==
 
== [[Transformation of variables]] ==

Revision as of 13:40, 27 June 2016


General approach

Regression

Using logistic regression for classification problems

Survival modeling

Data scrubbing

Outliers

Predictive variable selection

Transformation of variables

Including interaction terms in the model

Model validation

Linear regression

Logistic regression

Validation of temporal datasets

Predicting future outcomes

Evaluating model performance

Receiver operating characteristics curve

Summary of model performance metrics