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Title: :  Dynamic Clustering: Using Density Metrics
PaperId: :  8862
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 4 2018
DUI:    16.0415/IJARIIE-8862
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Megha Swapnil ManeLate G.N.Sapkal college of Engineering,Nashik
Nilesh R.WankhadeLate G.N.Sapkal College of Engineering,Nashik

Abstract

Computer Engineering
clustering center identification, data streaming, outward statistical testing, re-clustering, X-means
One of the important tasks in data mining is data clustering. In clustering similar data is clubbed together for storage and analysis. The well known clustering algorithm is k-means algorithm. But this algorithm requires predefined cluster center count and hence unable to identify the ideal clusters from the dataset. The k means algorithm also unable to identify non-spherical clusters. RLCLu algorithm generates non- spherical clusters but required predefined parameters such as local density and minimum distance. To overcome the problems of existing system the proposed system defines cluster centers automatically using statistical testing. This is density based clustering system that generates arbitrary shape clusters. System also works on dynamic streaming data. System accommodates the incoming data points of a data stream in existing cluster using grid clustering and checks the need of re-clustering using statistical testing. The proposed work evaluates the system effectiveness and robustness over streaming data. System also compares the results with x-means cluster center identification process.

Citations

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IJARIIE Megha Swapnil Mane, and Nilesh R.Wankhade. "Dynamic Clustering: Using Density Metrics" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 4 2018 Page 454-463
MLA Megha Swapnil Mane, and Nilesh R.Wankhade. "Dynamic Clustering: Using Density Metrics." International Journal Of Advance Research And Innovative Ideas In Education 4.4(2018) : 454-463.
APA Megha Swapnil Mane, & Nilesh R.Wankhade. (2018). Dynamic Clustering: Using Density Metrics. International Journal Of Advance Research And Innovative Ideas In Education, 4(4), 454-463.
Chicago Megha Swapnil Mane, and Nilesh R.Wankhade. "Dynamic Clustering: Using Density Metrics." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 4 (2018) : 454-463.
Oxford Megha Swapnil Mane, and Nilesh R.Wankhade. 'Dynamic Clustering: Using Density Metrics', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 4, 2018, p. 454-463. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Dynamic_Clustering__Using_Density_Metrics_ijariie8862.pdf (Accessed : 19 July 2018).
Harvard Megha Swapnil Mane, and Nilesh R.Wankhade. (2018) 'Dynamic Clustering: Using Density Metrics', International Journal Of Advance Research And Innovative Ideas In Education, 4(4), pp. 454-463IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Dynamic_Clustering__Using_Density_Metrics_ijariie8862.pdf (Accessed : 19 July 2018)
IEEE Megha Swapnil Mane, and Nilesh R.Wankhade, "Dynamic Clustering: Using Density Metrics," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 4, pp. 454-463, Jul-Aug 2018. [Online]. Available: https://ijariie.com/AdminUploadPdf/Dynamic_Clustering__Using_Density_Metrics_ijariie8862.pdf [Accessed : 19 July 2018].
Turabian Megha Swapnil Mane, and Nilesh R.Wankhade. "Dynamic Clustering: Using Density Metrics." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 4 (19 July 2018).
Vancouver Megha Swapnil Mane, and Nilesh R.Wankhade. Dynamic Clustering: Using Density Metrics. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 19 July 2018]; 4(4) : 454-463. Available from: https://ijariie.com/AdminUploadPdf/Dynamic_Clustering__Using_Density_Metrics_ijariie8862.pdf
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