Open access Jurnal SINTA 1
Design and Analysis System of KNN and ID3 Algorithm for Music Classification based on Mood Feature Extraction
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 7 No. 1 (2017)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2017-02-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Each of music which has been created, has its own mood which is emitted, therefore, there has been many researches in Music Information Retrieval (MIR) field that has been done for recognition of mood to music. This research produced software to classify music to the mood by using K-Nearest Neighbor and ID3 algorithm. In this research accuracy performance comparison and measurement of average classification time is carried out which is obtained based on the value produced from music feature extraction process. For music feature extraction process it uses 9 types of spectral analysis, consists of 400 practicing data and 400 testing data. The system produced outcome as classification label of mood type those are contentment, exuberance, depression and anxious. Classification by using algorithm of KNN is good enough that is 86.55% at k value = 3 and average processing time is 0.01021. Whereas by using ID3 it results accuracy of 59.33% and average of processing time is 0.05091 second.
Collaboration network of the authors
19 authors · 27 co-authorship links
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Udayana University
- 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 |
|---|---|---|
| Ida Bagus Alit Swamardika | Udayana University | 2 |
| Adinata Mas Pratama | Udayana University | 2 |
| Sri Widyanti Ginting | Udayana University | 1 |
| I Nyoman Angga Prabawa | Udayana University | 1 |
| I Made Oka Widyantara | Udayana University | 1 |
| Ida Bagus Gede Manuaba | Udayana University | 1 |
| I Gede Bagus Premana Putra | Udayana University | 1 |
| Ni Wayan Sri Ariyani | Udayana University | 1 |
| I Nyoman Adiputra | Udayana University | 1 |
| Sri Ariyani | Udayana University | 1 |
| I Ketut Gede Darma Putra | Udayana University | 1 |
| P M Prihatini | Udayana University | 1 |
| Ida Ayu Dwi Giriantari | Udayana University | 1 |
| IBA Swamardika | Affiliation unknown | 1 |
| IW Dani Pranata | Udayana University | 1 |
| Anak Agung Kompiang Oka Sudana | Affiliation unknown | 1 |
| Irwansyah Cahya | 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.