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General Information
    • ISSN: 2010-3700 (Online)
    • Abbreviated Title: Int. J. Mach. Learn. Comput.
    • Frequency: Bimonthly
    • DOI: 10.18178/IJMLC
    • Editor-in-Chief: Dr. Lin Huang
    • Executive Editor:  Ms. Cherry L. Chen
    • Abstracing/Indexing: Scopus (since 2017), EI (INSPEC, IET), Google Scholar, Crossref, ProQuest, Electronic Journals Library.
    • E-mail: ijmlc@ejournal.net
Dr. Lin Huang
Metropolitan State University of Denver, USA
It's my honor to take on the position of editor in chief of IJMLC. We encourage authors to submit papers concerning any branch of machine learning and computing.

IJMLC 2019 Vol.9(3): 368-373 ISSN: 2010-3700
DOI: 10.18178/ijmlc.2019.9.3.812

Application of Classifier Integration Model with Confusion Table to Audio Data Classification

Miso Jang and Dong-Chul Park
Abstract—A novel and efficient method for the Classifier Integration Model(CIM) by adopting the concept of confusion table is extensively studied and reported in this paper. The method considers not only the diagonal elements of each confusion table but also the non-diagonal elements obtained from the existing confusion tables for local classifiers in CIM for more accurate classification performance. The CIM with Confusion Table (CIM-CT) method is applied to two different data sets, Iris data set and an audio signal data set for evaluation of the CNN-CT scheme. The experimental results show that the CIM-CT method outperforms a conventional classifier and the classifier with utilizing only the diagonal elements of confusion tables in CIM in terms of classification accuracy.

Index Terms—Classifier, features, confusion table, machine learning.

Miso Jang was with Myongji University, Yongin, 17058, Rep. of Korea. She is now with the Mindin Tech., Seoul, 05510 Rep. of Korea (e-mail: misojang@mindintech.com).
Dong-Chul Park is with the Department of Electronics Engineering, Myongji University, Gyeonggi-do, Yongin, 17058 Rep. of Korea (e-mail: parkdr@mju.ac.kr).


Cite: Miso Jang and Dong-Chul Park, "Application of Classifier Integration Model with Confusion Table to Audio Data Classification," International Journal of Machine Learning and Computing vol. 9, no. 3, pp. 368-373, 2019.

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