广西师范大学学报(自然科学版)2011,Vol.29Issue(1):87-91,5.
半监督聚类中成对约束的主动学习
Active Learning of Pair-wise Constraints in Semi-supervised Clustering
摘要
Abstract
An active learning method of pair-wise constraints based on error correction is proposed in this paper,and stopping criterion is also presented in order to get better clustering result with less pair-wise constraints. Experiments on the UCI benchmark datasets and artificial datasets show that the performance of semi-supervised clustering algorithm with the proposed strategy is better than that of compared strategies. In addition,the clustering result of each tested dataset is acceptable under the stopping criterioi.关键词
半监督聚类/主动式学习/监督信息Key words
semi-supervised clustering ;active learning ;supervision information分类
信息技术与安全科学引用本文复制引用
杨洋,王立宏..半监督聚类中成对约束的主动学习[J].广西师范大学学报(自然科学版),2011,29(1):87-91,5.基金项目
国家自然科学基金资助项目(61070118) (61070118)