The research of the parallel SMO algorithm for solving SVM

• Published in: 2009 International Conference on Machine Learning and Cybernetics Vol. 3; pp. 1271 - 1274
• Main Authors: Peng Peng, Qian-Li Ma, Lei-Ming Hong
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.07.2009
• Subjects: Cybernetics; Kernel; Large-scale systems; Learning algorithm; Machine learning; Machine learning algorithms; Master-slave; Parallel SMO; Pattern recognition; Probability density function; Support Vector Machine; Support vector machine classification; Support vector machines

In order to improve solving support vector machine algorithm, an improved learning algorithm of the parallel SMO is proposed. According to this algorithm, the master CPU averagely distributes primitive training set to slave CPUs so that they can almost independently run serial SMO on their respectiv...