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Title: :  IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE
PaperId: :  9249
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 6 2018
DUI:    16.0415/IJARIIE-9249
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
RAJAONARIVELO Maminiaina Andry TahianaECOLE DOCTORALE EN SCIENCES ET TECHNIQUES DE L’INGENIERIE ET DE L’INNOVATION (ED-STII)
RAKOTOMIRAHO SoloniainaECOLE DOCTORALE EN SCIENCES ET TECHNIQUES DE L’INGENIERIE ET DE L’INNOVATION (ED-STII)
RANDRIAMAROSON Rivo MahandrisoaECOLE DOCTORALE EN SCIENCES ET TECHNIQUES DE L’INGENIERIE ET DE L’INNOVATION (ED-STII)

Abstract

Computer Engineering
Big data, MapReduce, Bloom filter, joing processing
Big Data Analysis is at the heart of modern enterprise and scientific research. To analyze this very large-scale data, MapReduce has become an attractive model for this kind of data. However, this model is not designed to perform join operations with multiple entries. Although many studies on join algorithms like Bloomjoin in MapReduce have been explored, but a lot of non-joining data is still being generated and transmitted over the network. This research will provide us with a model to solve this problem by making an intersection filter based on the Bloom Filter to eliminate disjoint elements between two sets of input data. Two methods are proposed to model the filter. To apply the filter in a join operation, a MapReduce job will be adjusted consistently, attempting not to increase the associated costs. Therefore, thanks to the intersection filter, the operation of the joins minimizes the cost of disk I/O. Finally, the study carried out proved its effectiveness by comparing with the existing solutions on the costs of the joins of the two approaches.

Citations

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IJARIIE RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa. "IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 6 2018 Page 106-116
MLA RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa. "IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE." International Journal Of Advance Research And Innovative Ideas In Education 4.6(2018) : 106-116.
APA RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, & RANDRIAMAROSON Rivo Mahandrisoa. (2018). IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE. International Journal Of Advance Research And Innovative Ideas In Education, 4(6), 106-116.
Chicago RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa. "IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 6 (2018) : 106-116.
Oxford RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa. 'IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 6, 2018, p. 106-116. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/IMPROVING_TWO_WAY_JOIN_PROCESSING_USING_BLOOM_FILTER_INTERSECTION_IN_MAP_REDUCE_ijariie9249.pdf (Accessed : 22 November 2019).
Harvard RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa. (2018) 'IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE', International Journal Of Advance Research And Innovative Ideas In Education, 4(6), pp. 106-116IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/IMPROVING_TWO_WAY_JOIN_PROCESSING_USING_BLOOM_FILTER_INTERSECTION_IN_MAP_REDUCE_ijariie9249.pdf (Accessed : 22 November 2019)
IEEE RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa, "IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 6, pp. 106-116, Nov-Dec 2018. [Online]. Available: https://ijariie.com/AdminUploadPdf/IMPROVING_TWO_WAY_JOIN_PROCESSING_USING_BLOOM_FILTER_INTERSECTION_IN_MAP_REDUCE_ijariie9249.pdf [Accessed : 22 November 2019].
Turabian RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa. "IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 6 (22 November 2019).
Vancouver RAJAONARIVELO Maminiaina Andry Tahiana, RAKOTOMIRAHO Soloniaina, and RANDRIAMAROSON Rivo Mahandrisoa. IMPROVING TWO-WAY JOIN PROCESSING USING BLOOM FILTER INTERSECTION IN MAP REDUCE. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 22 November 2019]; 4(6) : 106-116. Available from: https://ijariie.com/AdminUploadPdf/IMPROVING_TWO_WAY_JOIN_PROCESSING_USING_BLOOM_FILTER_INTERSECTION_IN_MAP_REDUCE_ijariie9249.pdf
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