Multiple Instance Learning with Correlated Features

CORC > 自动化研究所 > 中国科学院自动化研究所 > 精密感知与控制研究中心 > 精密感知与控制

	Multiple Instance Learning with Correlated Features
	Huang, Yiheng; Zhang, Wensheng; Wang, Jue
刊名	INTERNATIONAL JOURNAL OF FUZZY SYSTEMS
	2012-06-01
卷号	14 期号:2 页码:305-313
关键词	Correlation feature Multiple instance learning Pairwise partners Unsupervised learning
英文摘要	Multiple-instance learning (MIL) has received increasing amount of research interest in machine learning recent years for its wide applications in image classification, text categorization, computer security, etc. Unlike supervised learning, in MIL, only the labels of bags are known, the instance labels in positive bags are not available. Many algorithms make the assumption that the instances in the bags are i.i.d samples, but this may not true in practical applications. In this paper, we treat the negative instances in the positive bag as pairwise partners of the positive instances, by using this correlation information, efficient feature is built to describe the bag. Experiment results show that this description is efficient in real world applications.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Automation & Control Systems ; Computer Science, Artificial Intelligence
研究领域[WOS]	Automation & Control Systems ; Computer Science
收录类别	SCI
语种	英语
WOS记录号	WOS:000306825100015
公开日期	2015-12-24
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/9997]
专题	精密感知与控制研究中心_精密感知与控制
作者单位	Chinese Acad Sci, Inst Automat, Dept Key Lab Complex Syst Intelligence Sci, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Huang, Yiheng,Zhang, Wensheng,Wang, Jue. Multiple Instance Learning with Correlated Features[J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS,2012,14(2):305-313.
APA	Huang, Yiheng,Zhang, Wensheng,&Wang, Jue.(2012).Multiple Instance Learning with Correlated Features.INTERNATIONAL JOURNAL OF FUZZY SYSTEMS,14(2),305-313.
MLA	Huang, Yiheng,et al."Multiple Instance Learning with Correlated Features".INTERNATIONAL JOURNAL OF FUZZY SYSTEMS 14.2(2012):305-313.