Why is Ridge Regression Important in Epidemiology?
In the field of epidemiology, researchers often deal with complex datasets that include numerous potential risk factors and exposures. Multicollinearity among these variables can lead to unreliable and highly variable estimates. Ridge regression helps to mitigate this issue, providing more reliable estimates of the relationships between predictors and health outcomes, such as the incidence of diseases or the effect of public health interventions.