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半监督聚类中成对约束的主动学习

杨洋 王立宏

广西师范大学学报(自然科学版)2011,Vol.29Issue(1):87-91,5.
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

杨洋 1王立宏1

作者信息

  • 1. 烟台大学,计算机学院,山东,烟台,264005
  • 折叠

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)

广西师范大学学报(自然科学版)

OA北大核心CSTPCD

1001-6600

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