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Title: :  IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM
PaperId: :  1968
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 2 Issue 2 2016
DUI:    16.0415/IJARIIE-1968
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
AVNI GODARA, VARUN SHARMAAMITY UNIVERSITY
varun sharmaAMITY UNIVERSITY

Abstract

K MEANS CLUSTERING, DATAMINING
clustering, k means, prim's algorithm, centroid.
Clustering is an approach of data mining which classifies data according to correspondences and alterations and finds result frequently. Clustering has a method with name partition based clustering which tries to find out similarities and differences between data points with help of calculating distances between data points and relocate them again and again until no relocation is needed , and find accurate results. K means is also a part of partition based clustering, which also use distance measure to find similarities and differences between neighbourhood data points with Euclidean distance measure. The k means clustering algorithm generally consider as iteration based algorithm which used in daily life. The k means clustering algorithm works with spherical type clusters. In k means clustering randomly choose centroids, apply Euclidean distance measure, and form cluster of data points with minimum distance in respect to centroid. But the k means clustering has encountered a dilemma in preliminary centroid selection for the specified dataset. K means is insightful for preliminary centroids because result can vary according these preliminary centroids. The prim’s algorithm makes available an enhancement in k means of giving packed in the dataset and truthful data points as preliminary centroids. This enhanced k means afford better experimental results and better accuracy then classical k means. This enhanced k means provides less iterations comparatively with classical k means clustering. The prim’s algorithm tries to compact a cluster and gives centroids that has maximum probability of become center of that compact cluster and provide less re-allocation of centroids.

Citations

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IJARIIE AVNI GODARA, VARUN SHARMA, and varun sharma. "IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM" International Journal Of Advance Research And Innovative Ideas In Education Volume 2 Issue 2 2016 Page 1773-1778
MLA AVNI GODARA, VARUN SHARMA, and varun sharma. "IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM." International Journal Of Advance Research And Innovative Ideas In Education 2.2(2016) : 1773-1778.
APA AVNI GODARA, VARUN SHARMA, & varun sharma. (2016). IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM. International Journal Of Advance Research And Innovative Ideas In Education, 2(2), 1773-1778.
Chicago AVNI GODARA, VARUN SHARMA, and varun sharma. "IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM." International Journal Of Advance Research And Innovative Ideas In Education 2, no. 2 (2016) : 1773-1778.
Oxford AVNI GODARA, VARUN SHARMA, and varun sharma. 'IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM', International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 2, 2016, p. 1773-1778. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/IMPROVEMENT_OF_INITIAL_CENTROIDS_IN_K_MEANS_CLUSTERING_ALGORITHM_ijariie1968.pdf (Accessed : 11 July 2017).
Harvard AVNI GODARA, VARUN SHARMA, and varun sharma. (2016) 'IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM', International Journal Of Advance Research And Innovative Ideas In Education, 2(2), pp. 1773-1778IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/IMPROVEMENT_OF_INITIAL_CENTROIDS_IN_K_MEANS_CLUSTERING_ALGORITHM_ijariie1968.pdf (Accessed : 11 July 2017)
IEEE AVNI GODARA, VARUN SHARMA, and varun sharma, "IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM," International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 2, pp. 1773-1778, Mar-App 2016. [Online]. Available: http://ijariie.com/AdminUploadPdf/IMPROVEMENT_OF_INITIAL_CENTROIDS_IN_K_MEANS_CLUSTERING_ALGORITHM_ijariie1968.pdf [Accessed : 11 July 2017].
Turabian AVNI GODARA, VARUN SHARMA, and varun sharma. "IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 2 number 2 (11 July 2017).
Vancouver AVNI GODARA, VARUN SHARMA, and varun sharma. IMPROVEMENT OF INITIAL CENTROIDS IN K MEANS CLUSTERING ALGORITHM. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2016 [Cited : 11 July 2017]; 2(2) : 1773-1778. Available from: http://ijariie.com/AdminUploadPdf/IMPROVEMENT_OF_INITIAL_CENTROIDS_IN_K_MEANS_CLUSTERING_ALGORITHM_ijariie1968.pdf
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