A Fuzzy TOPSIS Approach for Big Data Analytics Platform Selection
Big data sizes are constantly increasing. Big data analytics is where advanced analytic techniques are applied on big data sets. Analytics based on large data samples reveals and leverages business change. The popularity of big data analytics platforms, which are often available as open-source, has...
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Science and Research Branch,Islamic Azad University
2019-02-01
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doaj-35cfc7df563e4dd089ebf61c21d6a5e02020-11-25T02:30:54ZengScience and Research Branch,Islamic Azad UniversityJournal of Advances in Computer Engineering and Technology2423-41922423-42062019-02-0151495613637A Fuzzy TOPSIS Approach for Big Data Analytics Platform SelectionSalah Uddin0Mizanur Rahman1Samaun Hasan2S.M. Irfan Rana3Shaikh Muhammad Allayear4Multimedia & Creative Technology, Daffodil International UniversityDepartment of Multimedia and Creative Technology, Daffodil International University, Dhaka, BangladeshDepartment of Multimedia and Creative Technology, Daffodil International University, Dhaka, BangladeshDepartment of Multimedia and Creative Technology, Daffodil International University, Dhaka, BangladeshDepartment of Multimedia and Creative Technology, Daffodil International University, Dhaka, BangladeshBig data sizes are constantly increasing. Big data analytics is where advanced analytic techniques are applied on big data sets. Analytics based on large data samples reveals and leverages business change. The popularity of big data analytics platforms, which are often available as open-source, has not remained unnoticed by big companies. Google uses MapReduce for PageRank and inverted indexes. Facebook uses Apache Hadoop to analyse their data and created Hive. eBay uses Apache Hadoop for search optimization and Twitter uses Apache Hadoop for log file analysis and other generated data[ 1]. Different Big data analytics platform providers are providing different types of facilities. To select those analytics platform for our business and public sector institutions purpose we follow multiple criteria. Multiple criteria decision making (MCDM) is mostly used in ranking one or more alternatives from finite set of available alternatives with respect to multiple criteria. Among many multi-criteria techniques, MAXMIN, MAXMAX, SAW, AHP, TOPSIS, SMART, ELECTRE are the most frequently used methods. The TOPSIS (Technique for Order Preference by Similarity to the Ideal Solution) methods are simplicity, rationality, comprehensibility, good computational efficiency and ability to measure the relative performance for each alternative in a simple mathematical form.http://jacet.srbiau.ac.ir/article_13637_e7c5f17733986ead559dd96d29f4fa26.pdfbig data analyticsfuzzy topsismultiple criteria decision making |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Salah Uddin Mizanur Rahman Samaun Hasan S.M. Irfan Rana Shaikh Muhammad Allayear |
spellingShingle |
Salah Uddin Mizanur Rahman Samaun Hasan S.M. Irfan Rana Shaikh Muhammad Allayear A Fuzzy TOPSIS Approach for Big Data Analytics Platform Selection Journal of Advances in Computer Engineering and Technology big data analytics fuzzy topsis multiple criteria decision making |
author_facet |
Salah Uddin Mizanur Rahman Samaun Hasan S.M. Irfan Rana Shaikh Muhammad Allayear |
author_sort |
Salah Uddin |
title |
A Fuzzy TOPSIS Approach for Big Data Analytics Platform Selection |
title_short |
A Fuzzy TOPSIS Approach for Big Data Analytics Platform Selection |
title_full |
A Fuzzy TOPSIS Approach for Big Data Analytics Platform Selection |
title_fullStr |
A Fuzzy TOPSIS Approach for Big Data Analytics Platform Selection |
title_full_unstemmed |
A Fuzzy TOPSIS Approach for Big Data Analytics Platform Selection |
title_sort |
fuzzy topsis approach for big data analytics platform selection |
publisher |
Science and Research Branch,Islamic Azad University |
series |
Journal of Advances in Computer Engineering and Technology |
issn |
2423-4192 2423-4206 |
publishDate |
2019-02-01 |
description |
Big data sizes are constantly increasing. Big data analytics is where advanced analytic techniques are applied on big data sets. Analytics based on large data samples reveals and leverages business change. The popularity of big data analytics platforms, which are often available as open-source, has not remained unnoticed by big companies. Google uses MapReduce for PageRank and inverted indexes. Facebook uses Apache Hadoop to analyse their data and created Hive. eBay uses Apache Hadoop for search optimization and Twitter uses Apache Hadoop for log file analysis and other generated data[ 1]. Different Big data analytics platform providers are providing different types of facilities. To select those analytics platform for our business and public sector institutions purpose we follow multiple criteria. Multiple criteria decision making (MCDM) is mostly used in ranking one or more alternatives from finite set of available alternatives with respect to multiple criteria. Among many multi-criteria techniques, MAXMIN, MAXMAX, SAW, AHP, TOPSIS, SMART, ELECTRE are the most frequently used methods. The TOPSIS (Technique for Order Preference by Similarity to the Ideal Solution) methods are simplicity, rationality, comprehensibility, good computational efficiency and ability to measure the relative performance for each alternative in a simple mathematical form. |
topic |
big data analytics fuzzy topsis multiple criteria decision making |
url |
http://jacet.srbiau.ac.ir/article_13637_e7c5f17733986ead559dd96d29f4fa26.pdf |
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