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多标记学习研究综述

余鹰

计算机工程与应用Issue(17):20-27,8.
计算机工程与应用Issue(17):20-27,8.DOI:10.3778/j.issn.1002-8331.1506-0063

多标记学习研究综述

Survey on multi-label learning

余鹰1

作者信息

  • 1. 华东交通大学 软件学院,南昌 330013
  • 折叠

摘要

Abstract

Multi-label learning, which considers the case of an object related to multiple labels, attracts much attention in recent years. Multi-label learning research aims to improve the performance of multi-label learning algorithms by reduc-ing the complexity of the feature space and the label space. This paper systematically analyses the developments in multi-label learning research from four aspects including multi-label classification, label ranking, multi-label dimension reduction and label correlation and also points out the existing problems in the multi-label learning research. Finally, it summarizes several valuable research directions, which provides reference for the further research in this field.

关键词

多标记学习/分类/标记相关性/维度约简

Key words

multi-label learning/classification/label correlation/dimension reduction

分类

信息技术与安全科学

引用本文复制引用

余鹰..多标记学习研究综述[J].计算机工程与应用,2015,(17):20-27,8.

基金项目

江西省自然科学基金(No.20151BAB217011,No.20132BAB201045);南方山地果园智能化管理技术与装备协同创新中心项目;国家自然科学基金(No.61202170,No.61462037)。 ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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