I predict you'll find this logistic regression example with R to be helpful for gleaning useful information from common binary classification problems.

Regression can be used on categorical responses to estimate probabilities and to classify.

Bayesian analyses of multivariate binary or categorical outcomes typically rely on probit or mixed effects logistic regression models that do not have a marginal logistic structure for the individual ...

This article proposes an extension of dominance analysis that allows researchers to determine the relative importance of predictors in logistic regression models. Criteria for choosing logistic ...