• DocumentCode
    1593559
  • Title

    Comparison of Pattern Classification Methods in Discrimination of Inferior Shijimi Clams by Acoustic Signal

  • Author

    Horiuchi, Tadashi ; Beppu, Toshiyuki ; Fujioka, Yoshihiro ; Hara, Motoshi

  • Author_Institution
    Matsue Nat. Coll. of Technol., Shimane
  • fYear
    2006
  • Firstpage
    2578
  • Lastpage
    2581
  • Abstract
    In this paper, we compare the pattern classification methods to discriminate the inferior shijimi clams with aim at development of the selecting device for shijimi clams. In our framework, the feature vectors are extracted based on frequency analysis of the acoustic signal that occurs in hitting shijimi clams themselves, and then shijimi clams are classified by the pattern classification methods such as decision tree learning, multilayer perceptron, k-nearest-neighbors classifier and linear discriminant analysis. Through the experiment, we confirm the effectiveness of our framework
  • Keywords
    acoustic signal processing; decision trees; feature extraction; multilayer perceptrons; signal classification; acoustic signal; decision tree learning method; inferior shijimi clams; k-nearest-neighbor classifier; linear discriminant analysis; multilayer perceptron; pattern classification method; Acoustic devices; Classification tree analysis; Decision trees; Feature extraction; Frequency; Multilayer perceptrons; Pattern analysis; Pattern classification; Signal analysis; Vectors; Acoustic Signal; Discrimination; Pattern Classification Methods; Shijimi Clams;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    SICE-ICASE, 2006. International Joint Conference
  • Conference_Location
    Busan
  • Print_ISBN
    89-950038-4-7
  • Electronic_ISBN
    89-950038-5-5
  • Type

    conf

  • DOI
    10.1109/SICE.2006.314792
  • Filename
    4108079