Enhanced Multi-class Pattern Recognition Support with Maxwins Algorithm

Version innovations include: Implementation of multiclass classification algorithms (maxwins, pairwise [4], and DAG-SVM [5]) with code-level optimization for efficient decision boundaries. Introduces model selection via xi-alpha bound criterion [6,7] for leave-one-out cross-validation error minimization, featuring automatic hyperparameter tuning capabilities.