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Title: :  A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT
PaperId: :  4027
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 2 2017
DUI:    16.0415/IJARIIE-4027
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
SUJATA MANOHAR MATALEKKWIEER, NASHIK
Prof. S. S. BanaitKKWIEER, NASHIK

Abstract

DATA MINING
Big Data, data reduction, feature selection, hashing, instance selection
Instance and feature selection has become an effective approach due to the enormous data which is continuously being produced in the field of research. It is difficult to process such large datasets by many systems. Though the traditional techniques are useful for large datasets, the numbers when in hundreds, thousands or millions face scaling problems. The proposed work focuses on, scalable instance and feature selection in big data environment. Locality-sensitive hashing instance selection F (LSH-IS-F) is a two pass method used to find similar instances along with Pearson correlation coefficient for feature selection. Hash function family is used which is a general method of reducing the size of a set; this is achieved by reindexing the elements into buckets. This process find similar instance and features in same bucket, hence instance/features can be reduced. The work aims at improving the performance of locality sensitive hashing by storing extra statistics of the instances and features that is assigned to each class in the bucket and also to improve accuracy of instance and feature selection algorithm by prototype generation.

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IJARIIE SUJATA MANOHAR MATALE, and Prof. S. S. Banait. "A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 2 2017 Page 519-523
MLA SUJATA MANOHAR MATALE, and Prof. S. S. Banait. "A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT." International Journal Of Advance Research And Innovative Ideas In Education 3.2(2017) : 519-523.
APA SUJATA MANOHAR MATALE, & Prof. S. S. Banait. (2017). A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT. International Journal Of Advance Research And Innovative Ideas In Education, 3(2), 519-523.
Chicago SUJATA MANOHAR MATALE, and Prof. S. S. Banait. "A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 2 (2017) : 519-523.
Oxford SUJATA MANOHAR MATALE, and Prof. S. S. Banait. 'A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 2, 2017, p. 519-523. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/A_REVIEW_ON_INSTANCE_AND_FEATURE_SELECTION_IN_BIG_DATA_ENVIRONMENT_ijariie4027.pdf (Accessed : 13 October 2018).
Harvard SUJATA MANOHAR MATALE, and Prof. S. S. Banait. (2017) 'A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT', International Journal Of Advance Research And Innovative Ideas In Education, 3(2), pp. 519-523IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/A_REVIEW_ON_INSTANCE_AND_FEATURE_SELECTION_IN_BIG_DATA_ENVIRONMENT_ijariie4027.pdf (Accessed : 13 October 2018)
IEEE SUJATA MANOHAR MATALE, and Prof. S. S. Banait, "A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 2, pp. 519-523, Mar-App 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/A_REVIEW_ON_INSTANCE_AND_FEATURE_SELECTION_IN_BIG_DATA_ENVIRONMENT_ijariie4027.pdf [Accessed : 13 October 2018].
Turabian SUJATA MANOHAR MATALE, and Prof. S. S. Banait. "A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 2 (13 October 2018).
Vancouver SUJATA MANOHAR MATALE, and Prof. S. S. Banait. A REVIEW ON INSTANCE AND FEATURE SELECTION IN BIG DATA ENVIRONMENT. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 13 October 2018]; 3(2) : 519-523. Available from: http://ijariie.com/AdminUploadPdf/A_REVIEW_ON_INSTANCE_AND_FEATURE_SELECTION_IN_BIG_DATA_ENVIRONMENT_ijariie4027.pdf
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