• DocumentCode
    2031266
  • Title

    Efficient computation of monochromatic reverse top-k queries

  • Author

    Wang, Biyan ; Dai, Zhengqing ; Li, Cuiping ; Chen, Hong

  • Author_Institution
    Sch. of Inf., Renmin Univ. of China, Beijing, China
  • Volume
    4
  • fYear
    2010
  • fDate
    10-12 Aug. 2010
  • Firstpage
    1788
  • Lastpage
    1792
  • Abstract
    Reverse top- k queries are rank-aware problems from the view of the product manufacturers, and have gained popularity in recent studies. In this paper, we propose a novel online algorithm for processing monochromatic reverse top- k queries. The algorithm is based on dual plane transformation and is about 10 times faster than existing algorithms. We also propose a data structure RIL (Ranking Inverted List) to materialize the middle results, which enables us to utilize offline computing to accelerate online query processing. Furthermore, the RIL structure can be easily adapted to data stream environments. Extensive experiments show that our algorithm scales well with both time and space usage.
  • Keywords
    data structures; query processing; data structure ranking inverted list; dual plane transformation; monochromatic reverse top-k queries; online algorithm; online query processing; product manufacturers; rank aware problems; Acceleration; Algorithm design and analysis; Complexity theory; Data structures; Query processing; Scalability; Vectors; monochromatic reverse top- k;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery (FSKD), 2010 Seventh International Conference on
  • Conference_Location
    Yantai, Shandong
  • Print_ISBN
    978-1-4244-5931-5
  • Type

    conf

  • DOI
    10.1109/FSKD.2010.5569416
  • Filename
    5569416