UGC Approved Journal no 63975(19)

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Published in:

Volume 6 Issue 6
June-2019
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR1908544


Registration ID:
226078

Page Number

522-528

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Title

DATA STREAM CLUSTERING BASED ON A COMPLETE BINARY TREE

Abstract

Data stream clustering is a significant method for handling huge quantity of dynamic data. In recent days data streams are generated through numerous applications which increases the complexity of handling huge data. To reduce such kind of overhead several techniques and algorithms are proposed. This paper proposes an algorithm called Complete Binary Tree Mapping Micro Clusters (CBTMMC) which converts the complete dataset into the complete binary tree, in which the left sub tree contains high density data points and the right sub tree contains low density data points. The maximum of the outliers are obtained by right sub tree leaf node. So clustering and detecting outlier through proposed approach is simple in less time and space consuming. The experiment results shows that the proposed system provides high performance than the existing systems on the real-time datasets.

Key Words

Data stream, Density-based clustering, Micro-clustering, Complete Binary Tree.

Cite This Article

"DATA STREAM CLUSTERING BASED ON A COMPLETE BINARY TREE", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.6, Issue 6, page no.522-528, June 2019, Available :http://www.jetir.org/papers/JETIR1908544.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"DATA STREAM CLUSTERING BASED ON A COMPLETE BINARY TREE", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.6, Issue 6, page no. pp522-528, June 2019, Available at : http://www.jetir.org/papers/JETIR1908544.pdf

Publication Details

Published Paper ID: JETIR1908544
Registration ID: 226078
Published In: Volume 6 | Issue 6 | Year June-2019
DOI (Digital Object Identifier):
Page No: 522-528
Country: Hyderabad, Telangana, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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