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Title: :  "EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"
PaperId: :  1557
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 2 Issue 1 2016
DUI:    16.0415/IJARIIE-1557
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mr.Nilesh Vasant KurhadeSPIET.Otur(Pune)
Prof.Kahate Sandip.SPCOE,Otur(Pune)

Abstract

Computer Engineering
BigData,MapReduce,Incremental Processing,MRBG
Map Reduce programming model is widely used for large scale and one-time data-intensive distributed computing, but lacks flexibility and efficiency of processing small incremental data. Incremental Mapreduce framework is proposed in this paper for incrementally processing new data of a large data set, which takes state as implicit input and combines it with new data. Map tasks are created according to new splits instead of entire splits while reduce tasks fetch their inputs including the state and the intermediate results of new map tasks from Preserved and latest generated result. The preserved states really producing the promising result and significantly reduce the run time for refreshing big data mining results compared to re-calculating on both simple and multi stage MapReduce. The intermediate states are saved in the form of kv-pair level data flow and data dependence in a MapReduce computation as a bipartitegraph, called MRBGraph. A MRBG-Store is designed to preserve the fine-grain states in the MRBGraph and support efficient queries to retrieve fine-grain states for incremental processing.

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IJARIIE Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip.. ""EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"" International Journal Of Advance Research And Innovative Ideas In Education Volume 2 Issue 1 2016 Page 135-140
MLA Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip.. ""EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"." International Journal Of Advance Research And Innovative Ideas In Education 2.1(2016) : 135-140.
APA Mr.Nilesh Vasant Kurhade, & Prof.Kahate Sandip.. (2016). "EXMR; An Enhanced way for Incremental Data Processing based on MapReduce". International Journal Of Advance Research And Innovative Ideas In Education, 2(1), 135-140.
Chicago Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip.. ""EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"." International Journal Of Advance Research And Innovative Ideas In Education 2, no. 1 (2016) : 135-140.
Oxford Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip.. '"EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"', International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 1, 2016, p. 135-140. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/_EXMR__An_Enhanced_way_for_Incremental_Data_Processing_based_on_MapReduce__ijariie1557.pdf (Accessed : 23 October 2017).
Harvard Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip.. (2016) '"EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"', International Journal Of Advance Research And Innovative Ideas In Education, 2(1), pp. 135-140IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/_EXMR__An_Enhanced_way_for_Incremental_Data_Processing_based_on_MapReduce__ijariie1557.pdf (Accessed : 23 October 2017)
IEEE Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip., ""EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"," International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 1, pp. 135-140, Jan-Feb 2016. [Online]. Available: http://ijariie.com/AdminUploadPdf/_EXMR__An_Enhanced_way_for_Incremental_Data_Processing_based_on_MapReduce__ijariie1557.pdf [Accessed : 23 October 2017].
Turabian Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip.. ""EXMR; An Enhanced way for Incremental Data Processing based on MapReduce"." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 2 number 1 (23 October 2017).
Vancouver Mr.Nilesh Vasant Kurhade, and Prof.Kahate Sandip.. "EXMR; An Enhanced way for Incremental Data Processing based on MapReduce". International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2016 [Cited : 23 October 2017]; 2(1) : 135-140. Available from: http://ijariie.com/AdminUploadPdf/_EXMR__An_Enhanced_way_for_Incremental_Data_Processing_based_on_MapReduce__ijariie1557.pdf
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