• DocumentCode
    3359156
  • Title

    Planar-oriented ripple based greedy search algorithm for vector quantization

  • Author

    Chen, Yeou-Jiunn ; Haung, Tzu-Meng

  • Author_Institution
    Dept. of Electr. Eng., Southern Taiwan Univ., Tainan, Taiwan
  • fYear
    2012
  • fDate
    11-13 Jan. 2012
  • Firstpage
    227
  • Lastpage
    230
  • Abstract
    Vector quantization techniques have been used in various applications. The efficiency of search algorithm is very important for vector quantization. In this paper, a planar-oriented ripple based greedy search algorithm is proposed to reduce the search time of vector quantization. In order to reduce the dimensions of vectors, principal component analysis is used to find the principal components with the most variability. To find the closer codewords, Voronoi diagram is applied to find the Voronoi cells, then, the adjacency list can be generated. Finally, to improve the efficiency of codeword searching, a greedy search is adopted to reduce the searching space. The results of the present study show that the proposed approach achieves a better performance than planar Voronoi diagram search algorithm.
  • Keywords
    computational geometry; greedy algorithms; principal component analysis; search problems; vector quantisation; PCA; Voronoi cells; Voronoi diagram; codeword searching; data compression; planar-oriented ripple based greedy search algorithm; principal component analysis; search time reduction; searching space reduction; vector quantization techniques; Algorithm design and analysis; Computational complexity; Principal component analysis; Signal processing algorithms; Training; Vector quantization; Vectors; Voronoi diagram; codebook search; greedy search algorithm; principal component analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing, Communications and Applications Conference (ComComAp), 2012
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4577-1717-8
  • Type

    conf

  • DOI
    10.1109/ComComAp.2012.6154804
  • Filename
    6154804