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Title: :  Large Scale Data Clustering Using Various-Widths Clustering Approach
PaperId: :  6710
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 5 2017
DUI:    16.0415/IJARIIE-6710
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mrs.Harshal Rushiraj AgasheK.K.Wagh College Of Engineering And Research Center Nashik
Prof.Satish S BanaitK.K.Wagh College Of Engineering And Research Center Nashik

Abstract

Computer Engineering
Clustering, k-Nearest Neighbor, Tree Index, large scale data, MapReduce.
To perform a clustering widely used and most powerful technique is used i.e k-nearest neighbor. This approach required large computational cost for high dimensional datasets. The proposed work focuses on k-NN is based on various clustering widths on large scale data. We are proposing modified kNN approach with MapReduce parallel computing algorithm and clusters grouping with goal of improving the performance in terms of clustering time, pre-processing costs and querying cost while working with high dimensional data. First we are presenting the kNN method using various width clustering to efficiently extract the kNNs for input query object from the dataset. The given dataset is clustered using global width then each cluster that satisfies its predefined criteria i.e threshold value is recursively clustered using their local width. To prune unlikely clusters triangle inequality was used earlier, but we designed tree based approach in which centers of clusters grouped into the tree based index to maximize the more clusters pruning. To reduce the processing time and clustering time, we designed parallel computing algorithm based on MapReduce.

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IJARIIE Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait. "Large Scale Data Clustering Using Various-Widths Clustering Approach" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 5 2017 Page 815-821
MLA Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait. "Large Scale Data Clustering Using Various-Widths Clustering Approach." International Journal Of Advance Research And Innovative Ideas In Education 3.5(2017) : 815-821.
APA Mrs.Harshal Rushiraj Agashe, & Prof.Satish S Banait. (2017). Large Scale Data Clustering Using Various-Widths Clustering Approach. International Journal Of Advance Research And Innovative Ideas In Education, 3(5), 815-821.
Chicago Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait. "Large Scale Data Clustering Using Various-Widths Clustering Approach." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 5 (2017) : 815-821.
Oxford Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait. 'Large Scale Data Clustering Using Various-Widths Clustering Approach', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 5, 2017, p. 815-821. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Large_Scale_Data_Clustering_Using_Various_Widths_Clustering_Approach_ijariie6710.pdf (Accessed : ).
Harvard Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait. (2017) 'Large Scale Data Clustering Using Various-Widths Clustering Approach', International Journal Of Advance Research And Innovative Ideas In Education, 3(5), pp. 815-821IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Large_Scale_Data_Clustering_Using_Various_Widths_Clustering_Approach_ijariie6710.pdf (Accessed : )
IEEE Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait, "Large Scale Data Clustering Using Various-Widths Clustering Approach," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 5, pp. 815-821, Sep-Oct 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/Large_Scale_Data_Clustering_Using_Various_Widths_Clustering_Approach_ijariie6710.pdf [Accessed : ].
Turabian Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait. "Large Scale Data Clustering Using Various-Widths Clustering Approach." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 5 ().
Vancouver Mrs.Harshal Rushiraj Agashe, and Prof.Satish S Banait. Large Scale Data Clustering Using Various-Widths Clustering Approach. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : ]; 3(5) : 815-821. Available from: http://ijariie.com/AdminUploadPdf/Large_Scale_Data_Clustering_Using_Various_Widths_Clustering_Approach_ijariie6710.pdf
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