New prototype selection rule integrated condensing with editing process for the nearest neighbor rules

• Published in: 2005 IEEE International Conference on Industrial Technology pp. 950 - 954
• Main Authors: Yuangui Li, Jinjie Huang, Weidong Zhang, Xiaolei Zhang
• Format: Conference Proceeding
• Language: English
• Published: IEEE 2005
• Subjects: Automation; Density functional theory; Error analysis; Genetic algorithms; High performance computing; Nearest neighbor searches; Neural networks; Prototypes

A new prototype selection method was proposed to reduce the training set for the nearest neighbor rule. The method aimed to integrate the advantage of editing and condensing method, and it only selects the points in class boundary into prototype set. It used information contained in internal points...