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MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING

Abstract: 

The multiple types of social media data have abundant information, but learning multi-modal social data is challenging due to data heterogeneity and noise in user-generated data. To address this problem, we propose a multi-view network-based clustering approach that is robust to noise and fully reflects the underlying structure of the comprehensive network. To demonstrate the proposed approach, we experimented with clustering challenging tagged images of landmarks. The results show that the proposed method outperforms other previously reported multi-view clustering algorithms and better utilizes the advantages of the network for each view. Furthermore, the tagged-image network constructed by the proposed method and the clustering results are extensively analyzed.

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Paper Details

Authors:
So Yeon Kim, Kyung-Ah Sohn
Submitted On:
13 September 2017 - 5:22am
Short Link:
Type:
Poster
Event:
Presenter's Name:
So Yeon Kim
Paper Code:
TQ-PG.3
Document Year:
2017
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Document Files

ICIP2017_poster.pdf

(26 downloads)

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[1] So Yeon Kim, Kyung-Ah Sohn, "MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1967. Accessed: Nov. 21, 2017.
@article{1967-17,
url = {http://sigport.org/1967},
author = {So Yeon Kim; Kyung-Ah Sohn },
publisher = {IEEE SigPort},
title = {MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING},
year = {2017} }
TY - EJOUR
T1 - MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING
AU - So Yeon Kim; Kyung-Ah Sohn
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1967
ER -
So Yeon Kim, Kyung-Ah Sohn. (2017). MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING. IEEE SigPort. http://sigport.org/1967
So Yeon Kim, Kyung-Ah Sohn, 2017. MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING. Available at: http://sigport.org/1967.
So Yeon Kim, Kyung-Ah Sohn. (2017). "MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING." Web.
1. So Yeon Kim, Kyung-Ah Sohn. MULTI-VIEW NETWORK-BASED SOCIAL-TAGGED LANDMARK IMAGE CLUSTERING [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1967