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  • 标题:Semantic Link Network-Based Model for Organizing Multimedia Big Data
  • 作者:Chuanping Hu ; Zheng Xu ; Yunhuai Liu
  • 期刊名称:IEEE Transactions on Emerging Topics in Computing
  • 印刷版ISSN:2168-6750
  • 出版年度:2014
  • 卷号:2
  • 期号:3
  • 页码:376-387
  • DOI:10.1109/TETC.2014.2316525
  • 语种:English
  • 出版社:IEEE Publishing
  • 摘要:

    Recent research shows that multimedia resources in the wild are growing at a staggering rate. The rapid increase number of multimedia resources has brought an urgent need to develop intelligent methods to organize and process them. In this paper, the semantic link network model is used for organizing multimedia resources. A whole model for generating the association relation between multimedia resources using semantic link network model is proposed. The definitions, modules, and mechanisms of the semantic link network are used in the proposed method. The integration between the semantic link network and multimedia resources provides a new prospect for organizing them with their semantics. The tags and the surrounding texts of multimedia resources are used to measure their semantic association. The hierarchical semantic of multimedia resources is defined by their annotated tags and surrounding texts. The semantics of tags and surrounding texts are different in the proposed framework. The modules of semantic link network model are implemented to measure association relations. A real data set including 100 thousand images with social tags from Flickr is used in our experiments. Two evaluation methods, including clustering and retrieval, are performed, which shows the proposed method can measure the semantic relatedness between Flickr images accurately and robustly.

  • 关键词:Big Data; multimedia computing; semantic networks; Flickr images; association relation generation; clustering; multimedia big data; multimedia resource organization; retrieval; semantic link network-based model; social tags; surrounding text semantics; tag semantics; Big data; Computational modeling; Data models; Multimedia communication; Ontologies; Semantics; Streaming media; Big data; multimedia resources; multimedia resources organization; semantic link network
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