Video Classification via Spatial-Temporal Subspace Learning

2016 ◽  
Author(s):  
Bo Li ◽  
Xiaojie Liang ◽  
Lianbao Jin
Keyword(s):  
Subspace Learning ◽  
Video Classification

Automatically Outlier-Resisting Subspace Learning

2011 ◽  
Vol 30 (1) ◽  
pp. 176-179
Author(s):  
Yan-wei Pang ◽  
Zheng-kai Liu
Keyword(s):  
Subspace Learning

Multiview Shared Subspace Learning Across Speakers and Speech Commands

2019 ◽  
Author(s):  
Krishna Somandepalli ◽  
Naveen Kumar ◽  
Arindam Jati ◽  
Panayiotis Georgiou ◽  
Shrikanth Narayanan
Keyword(s):  
Subspace Learning

A lazy feature selection method for multi-label classification

2021 ◽  
Vol 25 (1) ◽  
pp. 21-34
Author(s):  
Rafael B. Pereira ◽  
Alexandre Plastino ◽  
Bianca Zadrozny ◽  
Luiz H.C. Merschmann
Keyword(s):  
Feature Selection ◽  
Text Categorization ◽  
Feature Selection Method ◽  
Selection Method ◽  
Video Classification ◽  
Classification Problems ◽  
Class Label ◽  
New Feature ◽  
Feature Selection Techniques ◽  
Biomolecular Analysis

In many important application domains, such as text categorization, biomolecular analysis, scene or video classification and medical diagnosis, instances are naturally associated with more than one class label, giving rise to multi-label classification problems. This has led, in recent years, to a substantial amount of research in multi-label classification. More specifically, feature selection methods have been developed to allow the identification of relevant and informative features for multi-label classification. This work presents a new feature selection method based on the lazy feature selection paradigm and specific for the multi-label context. Experimental results show that the proposed technique is competitive when compared to multi-label feature selection techniques currently used in the literature, and is clearly more scalable, in a scenario where there is an increasing amount of data.

Learning task-driving affinity matrix for accurate multi-view clustering through tensor subspace learning

2021 ◽  
Vol 563 ◽  
pp. 290-308
Author(s):  
Haiyan Wang ◽  
Guoqiang Han ◽  
Junyu Li ◽  
Bin Zhang ◽  
Jiazhou Chen ◽  
...  
Keyword(s):  
Learning Task ◽  
Subspace Learning ◽  
Affinity Matrix ◽  
Tensor Subspace
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