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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 27 / No. 1: Twenty-Seventh AAAI Conference on Artificial Intelligence

Unified Constraint Propagation on Multi-View Data

March 8, 2023

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Authors

Zhiwu Lu

Peking Univeristy


Yuxin Peng

Peking University


DOI:

10.1609/aaai.v27i1.8638


Abstract:

This paper presents a unified framework for intra-view and inter-view constraint propagation on multi-view data. Pairwise constraint propagation has been studied extensively, where each pairwise constraint is defined over a pair of data points from a single view. In contrast, very little attention has been paid to inter-view constraint propagation, which is more challenging since each pairwise constraint is now defined over a pair of data points from different views. Although both intra-view and inter-view constraint propagation are crucial for multi-view tasks, most previous methods can not handle them simultaneously. To address this challenging issue, we propose to decompose these two types of constraint propagation into semi-supervised learning subproblems so that they can be uniformly solved based on the traditional label propagation techniques. To further integrate them into a unified framework, we utilize the results of intra-view constraint propagation to adjust the similarity matrix of each view and then perform inter-view constraint propagation with the adjusted similarity matrices. The experimental results in cross-view retrieval have shown the superior performance of our unified constraint propagation.

Topics: AAAI

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HOW TO CITE:

Zhiwu Lu|| Yuxin Peng Unified Constraint Propagation on Multi-View Data Proceedings of the AAAI Conference on Artificial Intelligence, 27 (2013) 640.

Zhiwu Lu|| Yuxin Peng Unified Constraint Propagation on Multi-View Data AAAI 2013, 640.

Zhiwu Lu|| Yuxin Peng (2013). Unified Constraint Propagation on Multi-View Data. Proceedings of the AAAI Conference on Artificial Intelligence, 27, 640.

Zhiwu Lu|| Yuxin Peng. Unified Constraint Propagation on Multi-View Data. Proceedings of the AAAI Conference on Artificial Intelligence, 27 2013 p.640.

Zhiwu Lu|| Yuxin Peng. 2013. Unified Constraint Propagation on Multi-View Data. "Proceedings of the AAAI Conference on Artificial Intelligence, 27". 640.

Zhiwu Lu|| Yuxin Peng. (2013) "Unified Constraint Propagation on Multi-View Data", Proceedings of the AAAI Conference on Artificial Intelligence, 27, p.640

Zhiwu Lu|| Yuxin Peng, "Unified Constraint Propagation on Multi-View Data", AAAI, p.640, 2013.

Zhiwu Lu|| Yuxin Peng. "Unified Constraint Propagation on Multi-View Data". Proceedings of the AAAI Conference on Artificial Intelligence, 27, 2013, p.640.

Zhiwu Lu|| Yuxin Peng. "Unified Constraint Propagation on Multi-View Data". Proceedings of the AAAI Conference on Artificial Intelligence, 27, (2013): 640.

Zhiwu Lu|| Yuxin Peng. Unified Constraint Propagation on Multi-View Data. AAAI[Internet]. 2013[cited 2023]; 640.


ISSN: 2374-3468


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