Open access Jurnal SINTA 1
Straggler handling approaches in mapreduce framework: a comparative study
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 11 No. 1 (2021)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2021-02-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
The proliferation of information technology produces a huge amount of data called big data that cannot be processed by traditional database systems. These Various types of data come from different sources. However, stragglers are a major bottleneck in big data processing, and hence the early detection and accurate identification of stragglers can have important impacts on the performance of big data processing. This work aims to assess five stragglers identification methods: Hadoop native scheduler, LATE Scheduler, Mantri, MonTool, and Dolly. The performance of these techniques was evaluated based on three benchmarked methods: Sort, Grep and WordCount. The results show that the LATE Scheduler performs the best and it would be efficient to obtain better results for stragglers identification.
Collaboration network of the authors
29 authors · 77 co-authorship links · 40 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Universiti Sains Malaysia
- Universiti of Malaysia Sabah
- Universiti Malaysia Perlis
- Liwa University
- Al-Ahliyya Amman University
- Woosong University
- Al-Aqsa University
- 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 |
|---|---|---|
| Mosleh M. Abualhaj | Al-Ahliyya Amman University | 2 |
| Alhamza Alalousi | Universiti Malaysia Perlis | 2 |
| Rozmie Razif Othman | Universiti Malaysia Perlis | 2 |
| Shahrul Nizam | Universiti Malaysia Perlis | 2 |
| Yu‐Beng Leau | Universiti of Malaysia Sabah | 2 |
| Ahamad Tajudin Khader | Universiti Sains Malaysia | 1 |
| Mohammed Azmi Al‐Betar | Affiliation unknown | 1 |
| Syibrah Naim | Woosong University | 1 |
| Mohammed A. Awadallah | Al-Aqsa University | 1 |
| Osama Ahmad Alomari | İstanbul Gelişim Üniversitesi | 1 |
| Zaid Abdi Alkareem Alyasseri | National University of Malaysia | 1 |
| Adnan Hasan Bdair AIghuraibawi | Universiti Sains Malaysia | 1 |
| Selvakumar Manickam | Universiti Sains Malaysia | 1 |
| Low Xian Wee | Universiti of Malaysia Sabah | 1 |
| Zhiwei Yan | China Internet Network Information Center | 1 |
| Yong Jin Park | Universiti of Malaysia Sabah | 1 |
| Arkan Hammoodi Hasan Kabla | Universiti Sains Malaysia | 1 |
| Shady Hamouda | Liwa University | 1 |
| Abdullah Ahmed Bahashwan | Universiti Sains Malaysia | 1 |
| Taief Alaa Al-Amiedy | Universiti Sains Malaysia | 1 |
| Iznan Husainy Hasbullah | Universiti Sains Malaysia | 1 |
| Serri Faisal | Liwa University | 1 |
| Mohammad Shahrul Mohd Shah | Universiti of Malaysia Sabah | 1 |
| Liang Zhao | Shenyang Aerospace University | 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.