Open access Jurnal SINTA 1
A Survey of Machine Learning Techniques for Self-tuning Hadoop Performance
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 8 No. 3 (2018)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2018-06-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
The Apache Hadoop framework is an open source implementation of MapReduce for processing and storing big data. However, to get the best performance from this is a big challenge because of its large number configuration parameters. In this paper, the concept of critical issues of Hadoop system, big data and machine learning have been highlighted and an analysis of some machine learning techniques applied so far, for improving the Hadoop performance is presented. Then, a promising machine learning technique using deep learning algorithm is proposed for Hadoop system performance improvement.
Collaboration network of the authors
39 authors · 134 co-authorship links · 63 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Multimedia University
- Universiti Putra Malaysia
- Alliance University
- Pabna University of Science and Technology
- University of Technology Malaysia
- Feni University
- Tun Hussein Onn University of Malaysia
- Other organisations
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Abdullah Al Mamun | Multimedia University | 8 |
| Joseph Emerson Raja | Multimedia University | 4 |
| Gajula Ramana Murthy | Alliance University | 4 |
| Chy. Mohammed Tawsif Khan | Multimedia University | 4 |
| Jaya Ganesan | Alliance University | 4 |
| Poh Ping Em | Multimedia University | 3 |
| Anik Tahabilder | Wayne State University | 3 |
| Md Shohel Sayeed | Multimedia University | 3 |
| Nor Azlina Ab. Aziz | Multimedia University | 3 |
| Azlan Abd Aziz | Multimedia University | 3 |
| Ahmmad Musha | Pabna University of Science and Technology | 2 |
| E.M.H. Arif | Affiliation unknown | 2 |
| Tharek Abd Rahman | University of Technology Malaysia | 2 |
| Omar Abdul Aziz | University of Technology Malaysia | 2 |
| Mohd Nazeri Kamaruddin | Multimedia University | 2 |
| Azlan Abdul Aziz | Affiliation unknown | 2 |
| Mina Asaduzaman | Affiliation unknown | 2 |
| Busrat Hossen | Feni University | 1 |
| Sima Ranjbari | Tarbiat Modares University | 1 |
| Rehnuma Hasnat | Pabna University of Science and Technology | 1 |
| Sohag Kumar Saha | Tennessee Technological University | 1 |
| Busrat Jahan | Feni University | 1 |
| Ali Afzalian Mand | Multimedia University | 1 |
| Muhammad Amer Ridzuan Bin Zuber | Multimedia University | 1 |
| Fazirulhisyam Hashim | Universiti Putra Malaysia | 1 |
| Nnamdi Henry Umelo | Universiti Putra Malaysia | 1 |
| Nor K. Noordin | Universiti Putra Malaysia | 1 |
| Mohd Fadlee A. Rasid | Universiti Putra Malaysia | 1 |
| Yaser Awadh Bakhuraisa | Multimedia University | 1 |
| Saifulnizan Jamian | Tun Hussein Onn University of Malaysia | 1 |
| Fajaruddin Mustakim | Tun Hussein Onn University of Malaysia | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.