Open access Jurnal SINTA 1
A Preliminary Performance Evaluation of K-means, KNN and EM Unsupervised Machine Learning Methods for Network Flow Classification
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 6 No. 2 (2016)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2016-04-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Unsupervised leaning is a popular method for classify unlabeled dataset i.e. without prior knowledge about data class. Many of unsupervised learning are used to inspect and classify network flow. This paper presents in-deep study for three unsupervised classifiers, namely: K-means, K-nearest neighbor and Expectation maximization. The methodologies and how it’s employed to classify network flow are elaborated in details. The three classifiers are evaluated using three significant metrics, which are classification accuracy, classification speed and memory consuming. The K-nearest neighbor introduce better results for accuracy and memory; while K-means announce lowest processing time.
Collaboration network of the authors
30 authors · 75 co-authorship links · 31 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Universiti Sains Malaysia
- Al-Ahliyya Amman University
- Universiti of Malaysia Sabah
- Universiti Malaysia Perlis
- Liwa University
- China Internet Network Information Center
- Thamar 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 |
|---|---|---|
| Manjur Kolhar | Affiliation unknown | 2 |
| Faiza Rizwan | Affiliation unknown | 2 |
| Anwar H. Katrawi | Universiti Sains Malaysia | 2 |
| Rosni Abdullah | Universiti Sains Malaysia | 2 |
| Ammar Kamal Abasi | Universiti Sains Malaysia | 2 |
| Yu‐Beng Leau | Universiti of Malaysia Sabah | 2 |
| Ibrahim AlShourbaji | Affiliation unknown | 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 |
| Ahmad Adel Abu-Shareha | Al-Ahliyya Amman University | 1 |
| Sumaya Nabil Al-Khatib | Al-Ahliyya Amman University | 1 |
| Mohammad O. Hiari | Al-Ahliyya Amman University | 1 |
| Layth Al-Mahadeen | Affiliation unknown | 1 |
| Alhamza Munther | Affiliation unknown | 1 |
| Alabass Alalousi | Thamar University | 1 |
| Hilal A. Fadhil | Sohar 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.