Multiview Clustering: A Late Fusion Approach Using Latent Models

被引：70

作者：

Bruno, Eric ^{[1
]}

Marchand-Maillet, Stephane ^{[1
]}

机构：

[1] Univ Geneva, Comp Sci Dpt, Viper Grp, Geneva, Switzerland

来源：

PROCEEDINGS 32ND ANNUAL INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL | 2009年

关键词：

Multi-view clustering; data fusion; latent models;

D O I：

10.1145/1571941.1572103

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Multi-view clustering is an important problem in information retrieval due to the abundance of data offering many perspectives and generating multi-view representations. We investigate in this short note a late fusion approach for multi-view clustering based on the latent modeling of cluster-cluster relationships. We derive a probabilistic multi-view clustering model outperforming an early-fusion approach based on multi-view feature correlation analysis.

引用

页码：736 / 737

页数：2

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