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Title: :  Data Stream clustering using Micro clusters
PaperId: :  7226
Published in:   Internation Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 1 2018
DUI:    16.0415/IJARIIE-7226
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Auther NameAuther Institute
Jyoti Shantaram PawarK. K. W. I. E. E. R., Nashik Maharashtra, India

Abstract

Computer Engineering
Data stream,Density based clustering,micro clusters
Data streams are massive, dynamic and unbounded. Due to these issues data stream clustering is challenging problem. Data stream are observed in network monitoring, critical scientific application, weather monitoring and astronomical applications, electronic business, stock trading etc. Data stream clustering puts additional constraints on clustering algorithms. Data streams must be processed in single pass with limited memory as well as with less processing time, but the streams can be highly dynamic. Most of the existing clustering algorithms are distance based and unable to handle the interwoven clusters and also it is impossible to save the data streams, because of infinite characteristic. Proposed work focuses on density based clustering algorithms using micro-clusters. The process is divided into two-phases, online and offline, micro clusters are created in online phase and final clusters are generated in offline phase.

Citations

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IJARIIE Jyoti Shantaram Pawar. "Data Stream clustering using Micro clusters" Internation Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 1 2018 Page 64-70
MLA Jyoti Shantaram Pawar. "Data Stream clustering using Micro clusters." Internation Journal Of Advance Research And Innovative Ideas In Education 4.1(2018) : 64-70.
APA Jyoti Shantaram Pawar. (2018). Data Stream clustering using Micro clusters. Internation Journal Of Advance Research And Innovative Ideas In Education, 4(1), 64-70.
Chicago Jyoti Shantaram Pawar. "Data Stream clustering using Micro clusters." Internation Journal Of Advance Research And Innovative Ideas In Education 4, no. 1 (2018) : 64-70.
Oxford Jyoti Shantaram Pawar. 'Data Stream clustering using Micro clusters', Internation Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 1, 2018, p. 64-70. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Data_Stream_clustering_using_Micro_clusters_ijariie7226.pdf (Accessed : 14 February 2018).
Harvard Jyoti Shantaram Pawar. (2018) 'Data Stream clustering using Micro clusters', Internation Journal Of Advance Research And Innovative Ideas In Education, 4(1), pp. 64-70IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Data_Stream_clustering_using_Micro_clusters_ijariie7226.pdf (Accessed : 14 February 2018)
IEEE Jyoti Shantaram Pawar, "Data Stream clustering using Micro clusters," Internation Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 1, pp. 64-70, Jan-Feb 2018. [Online]. Available: http://ijariie.com/AdminUploadPdf/Data_Stream_clustering_using_Micro_clusters_ijariie7226.pdf [Accessed : 14 February 2018].
Turabian Jyoti Shantaram Pawar. "Data Stream clustering using Micro clusters." Internation Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 1 (14 February 2018).
Vancouver Jyoti Shantaram Pawar. Data Stream clustering using Micro clusters. Internation Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 14 February 2018]; 4(1) : 64-70. Available from: http://ijariie.com/AdminUploadPdf/Data_Stream_clustering_using_Micro_clusters_ijariie7226.pdf
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