New model CRS combines transparency and high performance for classification.
problem Need models with transparent structure and high classification performance.
method Concept Rule Sets (CRS) with Multilayer Logical Perceptron (MLLP) and Random Binarization (RB).
result CRS outperforms state-of-the-art approaches and has low complexity.