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Title: :  A Study of Improvement of Quality of the Clustering in Data Mining
PaperId: :  13532
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 2 2018
DUI:    16.0415/IJARIIE-13532
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
B Hari KrishnaResearch Scholar of Sri Satya Sai University
Dr. Vaibhav BansalResearch Supervisor of Sri Satya Sai University

Abstract

Computer Science Engineering
k-means, principal component analysis, dimension reduction
Clustering analysis is one of the main analytical methods in data mining. K-means is the most popular and partition based clustering algorithm. But it is computationally expensive and the quality of resulting clusters heavily depends on the selection of initial centroid and the dimension of the data. Several methods have been proposed in the literature for improving performance of the k-means clustering algorithm. Principal Component Analysis (PCA) is an important approach to unsupervised dimensionality reduction technique. This paper proposed a method to make the algorithm more effective and efficient by using PCA and modified k-means. In this paper, we have used Principal Component Analysis as a first phase to find the initial centroid for k-means and for dimension reduction and k-means method is modified by using heuristics approach to reduce the number of distance calculation to assign the data-point to cluster. By comparing the results of original and new approach, it was found that the results obtained are more effective, easy to understand and above all, the time taken to process the data was substantially reduced.

Citations

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IJARIIE B Hari Krishna, and Dr. Vaibhav Bansal. "A Study of Improvement of Quality of the Clustering in Data Mining" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 2 2018 Page 4990-4995
MLA B Hari Krishna, and Dr. Vaibhav Bansal. "A Study of Improvement of Quality of the Clustering in Data Mining." International Journal Of Advance Research And Innovative Ideas In Education 4.2(2018) : 4990-4995.
APA B Hari Krishna, & Dr. Vaibhav Bansal. (2018). A Study of Improvement of Quality of the Clustering in Data Mining. International Journal Of Advance Research And Innovative Ideas In Education, 4(2), 4990-4995.
Chicago B Hari Krishna, and Dr. Vaibhav Bansal. "A Study of Improvement of Quality of the Clustering in Data Mining." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 2 (2018) : 4990-4995.
Oxford B Hari Krishna, and Dr. Vaibhav Bansal. 'A Study of Improvement of Quality of the Clustering in Data Mining', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 2, 2018, p. 4990-4995. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/A_Study_of_Improvement_of_Quality_of_the_Clustering_in_Data_Mining_ijariie13532.pdf (Accessed : 10 February 2021).
Harvard B Hari Krishna, and Dr. Vaibhav Bansal. (2018) 'A Study of Improvement of Quality of the Clustering in Data Mining', International Journal Of Advance Research And Innovative Ideas In Education, 4(2), pp. 4990-4995IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/A_Study_of_Improvement_of_Quality_of_the_Clustering_in_Data_Mining_ijariie13532.pdf (Accessed : 10 February 2021)
IEEE B Hari Krishna, and Dr. Vaibhav Bansal, "A Study of Improvement of Quality of the Clustering in Data Mining," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 2, pp. 4990-4995, Mar-App 2018. [Online]. Available: http://ijariie.com/AdminUploadPdf/A_Study_of_Improvement_of_Quality_of_the_Clustering_in_Data_Mining_ijariie13532.pdf [Accessed : 10 February 2021].
Turabian B Hari Krishna, and Dr. Vaibhav Bansal. "A Study of Improvement of Quality of the Clustering in Data Mining." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 2 (10 February 2021).
Vancouver B Hari Krishna, and Dr. Vaibhav Bansal. A Study of Improvement of Quality of the Clustering in Data Mining. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 10 February 2021]; 4(2) : 4990-4995. Available from: http://ijariie.com/AdminUploadPdf/A_Study_of_Improvement_of_Quality_of_the_Clustering_in_Data_Mining_ijariie13532.pdf
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