Jurnal SINTA 2
PARTICLE SWARM OPTIMIZATION (PSO) FOR TRAINING OPTIMIZATION ON CONVOLUTIONAL NEURAL NETWORK (CNN)
Jurnal Ilmu Komputer dan Informasi (JIKI) · Vol. 9 No. 1 (2016) · pp. 52–58
- ISSN
- 2502-9274, 2088-7051
- Published
- 2016-02-15
- Publisher
- Faculty of Computer Science - Universitas Indonesia
- Language
- eng
Abstract
Neural network attracts plenty of researchers lately. Substantial number of renowned universities have developed neural network for various both academically and industrially applications. Neural network shows considerable performance on various purposes. Nevertheless, for complex applications, neural network’s accuracy significantly deteriorates. To tackle the aforementioned drawback, lot of researches had been undertaken on the improvement of the standard neural network. One of the most promising modifications on standard neural network for complex applications is deep learning method. In this paper, we proposed the utilization of Particle Swarm Optimization (PSO) in Convolutional Neural Networks (CNNs), which is one of the basic methods in deep learning. The use of PSO on the training process aims to optimize the results of the solution vectors on CNN in order to improve the recognition accuracy. The data used in this research is handwritten digit from MNIST. The experiments exhibited that the accuracy can be attained in 4 epoch is 95.08%. This result was better than the conventional CNN and DBN. The execution time was also almost similar to the conventional CNN. Therefore, the proposed method was a promising method.
Keywords
Collaboration network of the authors
36 authors · 89 co-authorship links · 47 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- University of Indonesia
- Politeknik Negeri Malang
- Diponegoro University
- Universitas Negeri Surabaya
- University of Edinburgh
- Tarumanagara University
- Pelita Harapan 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 |
|---|---|---|
| Muhammad Syaeful Fajar | University of Indonesia | 2 |
| Fadhlurrahman Afif | University of Indonesia | 2 |
| Muhammad Anwar Ma’Sum | University of Indonesia | 2 |
| Novian Habibie | University of Indonesia | 2 |
| Machmud Roby Alhamidi | University of Indonesia | 2 |
| Budianto | University of Indonesia | 1 |
| Lasguido | University of Indonesia | 1 |
| Fahry Fathurrahman | University of Indonesia | 1 |
| Ratna Rustamadji | University of Indonesia | 1 |
| Miesje Karmiati Purwanegara | University of Indonesia | 1 |
| Sani Muhammad Isa | Tarumanagara University | 1 |
| Benny Hardjono | Pelita Harapan University | 1 |
| Sumarsih Condroayu Purbarani | University of Indonesia | 1 |
| Qurrotin Aâ€TMyunina | University of Indonesia | 1 |
| Muhammad Anwar Maâ€TMsum | University of Indonesia | 1 |
| Ahmad Arinaldi | University of Indonesia | 1 |
| Dwi Teguh Priyantini | University of Indonesia | 1 |
| Ari Wibisono | University of Indonesia | 1 |
| Andreas Febrian | Utah State University | 1 |
| Dewa Made Sri Arsa | University of Indonesia | 1 |
| Grafika Jati | University of Indonesia | 1 |
| Agung Santoso | University of Indonesia | 1 |
| Rafli Filano | University of Indonesia | 1 |
| Nurul Hanifah | University of Indonesia | 1 |
| Indra Waspada | Diponegoro University | 1 |
| Noel Segura Meraz | Nagoya University | 1 |
| Elly Matul Imah | Universitas Negeri Surabaya | 1 |
| Zumrotun Nafisah | Universitas Negeri Surabaya | 1 |
| Arwin Datumaya Wahyudi Sumari | Politeknik Negeri Malang | 1 |
| Putri Indah Mawarni | Politeknik Negeri Malang | 1 |
| Kusworo Adi | Diponegoro University | 1 |
| Naufal Budiman | Affiliation unknown | 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.