RKNN-TSVM enhances KNN-based twin SVM by weighting samples via neighbor distances, adding stabilizer terms for stable learning, and embedding LDMDBA for faster KNN computation, with experiments claiming higher accuracy and up to 14x speedup.
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An enhanced KNN-based twin support vector machine with stable learning rules
RKNN-TSVM enhances KNN-based twin SVM by weighting samples via neighbor distances, adding stabilizer terms for stable learning, and embedding LDMDBA for faster KNN computation, with experiments claiming higher accuracy and up to 14x speedup.