.png){kind=icon}
返回
Dual Shared-Specific Multiview Subspace Clustering
.png){kind=icon}
PRE
AI
DOI：10.1109/TCYB.2019.2918495.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Multiview subspace clustering has received significant attention as the availability of diverse of multidomain and multiview real-world data has rapidly increased in the recent years. Boosting the performance of multiview clustering algorithms is challenged by two major factors. First, since original features from multiview data are highly redundant, reconstruction based on these attributes inevitably results in inferior performance. Second, since each view of such multiview data may contain unique knowledge as against the others, it remains a challenge to exploit complimentary information across multiple views while simultaneously investigating the uniqueness of each view. In this paper, we present a novel dual shared-specific multiview subspace clustering (DSS-MSC) approach that simultaneously learns the correlations between shared information across multiple views and also utilizes view-specific information to depict specific property for each independent view. Further, we formulate a dual learning framework to capture shared-specific information into the dimensional reduction and self-representation processes, which strengthens the ability of our approach to exploit shared information while preserving view-specific property effectively. The experimental results on several benchmark datasets have demonstrated the effectiveness of the proposed approach against other state-of-the-art techniques.
Keyword:
Correlation
Clustering algorithms
Redundancy
Clustering methods
Cybernetics
Benchmark testing
Sparse matrices
Complementary information
dual learning
multiview subspace clustering
view-specific property
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
10.5
论文数:
1.1W
被引数:
5.0W
机构
引用论文
Strength and similarity guided group-level brain functional network construction for MCI diagnosis.png)
PATTERN RECOGNITION
OAAI
PATTERN RECOGNITIONIF7.6
OAAI分享收藏Crystalline‐State Reaction with Allosteric Effect in Spin‐Crossover, Interpenetrated Networks with Magnetic and Optical Bistability具有磁和光学双稳态的自旋交叉，互穿网络中具有变构效应的晶态反应
PREAI
分享收藏The roles of actin cytoskeleton and microtubules for membrane recycling of a food vacuole in Tetrahymena thermophila 嗜热四膜虫 中肌动蛋白细胞骨架和微管在食品液泡膜循环中的作用
PREAI
分享收藏A Convenient Orthogonally Cleavable Methionine Handle for Anchoring Amines to Polymeric Supports
PREAI
分享收藏
查看更多内容