• DocumentCode
    2693929
  • Title

    Personalized event-based news video retrieval with dynamic user-log

  • Author

    Li, Ming ; Zheng, Yantao ; Neo, Shi-Yong ; Wang, Xiangdong ; Tang, Sheng ; Lin, Shou-Xun

  • Author_Institution
    Sch. of Comput., NUS, Singapore
  • fYear
    2008
  • fDate
    June 23 2008-April 26 2008
  • Firstpage
    1157
  • Lastpage
    1160
  • Abstract
    Personalization especially in the domain of information retrieval is essentially important, as users might pose the same query even when they are searching for different information. It is thus necessary to create a retrieval engine which takes into consideration the dynamic information needs of different users. This paper presents our personalized news video retrieval engine, which exploits the individual userpsilas previous browsing history to customize and enhance their future search results. Specifically, the system utilizes the news topic hierarchy, a hierarchical news topic structure derived from unsupervised clustering on the news video corpus and event entities from news video and online news articles. We then dynamically project userpsilas browsing history onto this topic hierarchy to provide the basis for re-ranking relevant news videos. This system is tested on one month of TRECVID 2006 dataset consisting of 80 hours news video and found to return results in a more intuitive and personalized manner.
  • Keywords
    information needs; pattern clustering; query processing; search engines; unsupervised learning; video retrieval; dynamic information need; dynamic user-log; individual user previous browsing history; information retrieval engine; news video corpus; personalized event-based news video retrieval; query processing; unsupervised clustering; Automatic speech recognition; Bayesian methods; Content addressable storage; Feedback; History; Information processing; Information retrieval; Laboratories; Robustness; Search engines; Personalized retrieval; user-log;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2008 IEEE International Conference on
  • Conference_Location
    Hannover
  • Print_ISBN
    978-1-4244-2570-9
  • Electronic_ISBN
    978-1-4244-2571-6
  • Type

    conf

  • DOI
    10.1109/ICME.2008.4607645
  • Filename
    4607645