Induction and pruning of classification rules for prediction of microseismic hazards in coal mines

► The automatic method of quality measure selection is better than the arbitrary selection. ► Application of the classification gain as the classifier optimization method leads to better specificity and sensitivity of the classifier. ► The classifier better foresees a microseismic hazard states than experts methods. ► Rules filtration substantially reduces number of rules needed for classification.