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A Proposed New Algorithm for Hierarchical Clustering Suitable for Video Data Mining


Affiliations
1 Sathyabama University, Chennai-119, India
2 Anna University of Technology, Madurai, India
     

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Video clustering is one of the important tasks in video data mining. We discuss about the different video clustering techniques using hierarchical clustering algorithms like CURE, BIRCH, and CHAMLEON. Set of video frames are clustered using the hierarchical clustering algorithms. As a result of comparison of results all the hierarchical algorithms offer good performance for some set of video files only. That is each clustering algorithm shows best clustering on particular video files only. It fails to forms best clusters of all type of video files. Hence we propose a hierarchical clustering algorithm that offers best clustering performance for all type of video files at any circumstances.

Keywords

Clustering Algorithm, Hierarchical Clustering Algorithm, Video Clustering, Video Data Mining.
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  • A Proposed New Algorithm for Hierarchical Clustering Suitable for Video Data Mining

Abstract Views: 263  |  PDF Views: 2

Authors

D. Saravanan
Sathyabama University, Chennai-119, India
S. Srinivasan
Anna University of Technology, Madurai, India

Abstract


Video clustering is one of the important tasks in video data mining. We discuss about the different video clustering techniques using hierarchical clustering algorithms like CURE, BIRCH, and CHAMLEON. Set of video frames are clustered using the hierarchical clustering algorithms. As a result of comparison of results all the hierarchical algorithms offer good performance for some set of video files only. That is each clustering algorithm shows best clustering on particular video files only. It fails to forms best clusters of all type of video files. Hence we propose a hierarchical clustering algorithm that offers best clustering performance for all type of video files at any circumstances.

Keywords


Clustering Algorithm, Hierarchical Clustering Algorithm, Video Clustering, Video Data Mining.