Volume 3 Number 6 (Dec. 2011)
Home > Archive > 2011 > Volume 3 Number 6 (Dec. 2011) >
IJCEE 2011 Vol.3(6): 784-788 ISSN: 1793-8163
DOI: 10.7763/IJCEE.2011.V3.420

Clustering of Concept Drift Categorical Data using Our-NIR Method

S. Viswanadha Raju, N. Sudhakar Reddy, K. V. N. Sunitha, H. Venkateswara Reddy, and G. Sreenivasulu

Abstract—In the clustering using Ming-Syan Chen NIR method has deficiency that is importance of data labeling and outlier detection. The Our-NIR method introduced to improve Ming-Syan Chen method. In this paper the newly introduced method is taken for comparison to improve the cluster efficiency. To improve the efficiency of clustering by the sampling techniques. However, with sampling applied, those sampled points that are not having their labels after the normal process. Even though there is straight forward method for numerical domain and categorical data. But still it has a problem that is how to allocate those unlabeled data points into appropriate clusters in efficient manner. In this paper the concept-drift phenomenon is studied, and we first propose an adaptive threshold for outlier detection, which is a playing vital role detection of cluster. Second, probabilistic approaches for detection of cluster are proposed using Our-NIR method.

Index Terms—Clustering, concept-drift, threshold, weather prediction

S.Viswanadha Raju is with Department of Computer Science and Engineering JNT University, Hyderabad. INDIA.

Cite: S Viswanadha Raju, N Sudhakar Reddy, K V N Sunitha, H Venkateswara Reddy, and G Sreenivasulu, "Clustering of Concept Drift Categorical Data using Our-NIR Method," International Journal of Computer and Electrical Engineering vol. 3, no. 6, pp. 784-788, 2011.

General Information

ISSN: 1793-8163 (Print)
Abbreviated Title: Int. J. Comput. Electr. Eng.
Frequency: Quarterly
Editor-in-Chief: Prof. Yucong Duan
Abstracting/ Indexing: EI (INSPEC, IET), Ulrich's Periodicals Directory, Google Scholar, EBSCO, ProQuest, and Electronic Journals Library
E-mail: ijcee@iap.org

What's New

  • Jun 03, 2019 News!

    IJCEE Vol. 9, No. 2 - Vol. 10, No. 2 have been indexed by EI (Inspec) Inspec, created by the Institution of Engineering and Tech.!   [Click]

  • May 13, 2020 News!

    IJCEE Vol 12, No 2 is available online now   [Click]

  • Mar 04, 2020 News!

    IJCEE Vol 12, No 1 is available online now   [Click]

  • Dec 11, 2019 News!

    The dois of published papers in Vol 11, No 4 have been validated by Crossref

  • Oct 11, 2019 News!

    IJCEE Vol 11, No 4 is available online now   [Click]

  • Read more>>