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
Link To Document