Jurnal SINTA 2
Pengembangan Metode Klasifikasi Berdasarkan K-Means Dan LVQ
Jurnal Teknologi Informasi dan Ilmu Komputer (JTIIK) · Vol. 1 No. 1 (2014) · pp. 1–4
- ISSN
- 2528-6579, 2355-7699
- Published
- 2014-07-12
- Publisher
- Fakultas Ilmu Komputer, Universitas Brawijaya
- Language
- en
Abstract
AbstrakPada penelitian ini dikembangkan metode klasifikasi berdasarkan pengelompokan K-Means dan LVQ. Metode-metode klasifikasi yang telah ada jika ada data dengan frekuensi kecil cenderung tidak digunakan dalam pengujian kelas, padahal dimungkinkan data tersebut sangat bermanfaat. Langkah untuk melakukan pengelompokan adalah: melakukan pengelompokkan dengan K-Means. Pengelompokan terus dilakukan sampai mencapai threshold (batasan tertentu). Jika threshold sudah dicapai dan pada satu cluster masih terdapat kelas yang berbeda maka dilakukan pembelajaran dengan menggunakan LVQ. Akurasi gabungan K-Means dan LVQ lebih baik daripada dengan K-Means murni. Untuk akurasi rata-rata tertinggi K-Means dan LVQ didapatkan 92%, sedang untuk K-Means murni 82%.Kata kunci: klasifikasi, pengelompokan, K-Means, LVQAbstractThis research will develop methods of classification based on K-Means clustering. Grouping method used is a combination of K-Means and LVQ. Classification methods that have been there if there is a small frequency data tend to be used in the test class, but it is possible they are very useful. Steps to perform grouping is doing the K-Means clustering. Grouping is continues until it reaches the threshold. If the threshold has been reached and there are cluster of different classes then performed using LVQ learning. Accuracy combined K-Means and LVQ is better than with pure K-Means. For the highest average accuracy of K-Means and LVQ gained 92%, while for the K-Means only 82%.Keywords: classification, grouping, K-Means, LVQ
Collaboration network of the authors
40 authors · 87 co-authorship links
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- University of Brawijaya
- 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 |
|---|---|---|
| Indriati . | Affiliation unknown | 2 |
| Nanang Yudi Setiawan | University of Brawijaya | 2 |
| Galang Gilang Ramadhan | University of Brawijaya | 2 |
| Imam Cholissodin | University of Brawijaya | 1 |
| Daneswara Jauhari | University of Brawijaya | 1 |
| Muhammad Syafiq | University of Brawijaya | 1 |
| Achmad Jafar Al Kadafi | University of Brawijaya | 1 |
| Rizka Husnun Zakiyyah | University of Brawijaya | 1 |
| Wanda Athira Luqyana | University of Brawijaya | 1 |
| Putri Nur Fadila | University of Brawijaya | 1 |
| Zikfikri Yulfiandi Rachmad | University of Brawijaya | 1 |
| Achmad Arwan | University of Brawijaya | 1 |
| Mahendra Data | University of Brawijaya | 1 |
| Ibnu Aqli | University of Brawijaya | 1 |
| Suherni Prahesti | University of Brawijaya | 1 |
| Heru Nurwasito | University of Brawijaya | 1 |
| Sutrisno Sutrisno | University of Brawijaya | 1 |
| Rozaq Akbar | University of Brawijaya | 1 |
| Alland Rifqy Putra | Affiliation unknown | 1 |
| Alland Rifqy Putra | University of Brawijaya | 1 |
| Muhammad Fariz Firdaus | University of Brawijaya | 1 |
| Dinar Fairus Salsabillah | University of Brawijaya | 1 |
| Bayu Rahayudi | University of Brawijaya | 1 |
| Tsania Dzulkarnain | University of Brawijaya | 1 |
| Novanto Yudistira | University of Brawijaya | 1 |
| Asmuni Haris | Affiliation unknown | 1 |
| Mahrus Sholeh | Affiliation unknown | 1 |
| Asmuni Haris | University of Brawijaya | 1 |
| Mahrus Sholeh | University of Brawijaya | 1 |
| Budi Darma Setiawan | University of Brawijaya | 1 |
| Galih Restu Baihaqi | Affiliation unknown | 1 |
| Galih Restu Baihaqi | University of Brawijaya | 1 |
| Satrio Hadi Wijoyo | University of Brawijaya | 1 |
| Eka Bayu Satriawan | Affiliation unknown | 1 |
| Eka Bayu Satriawan | Affiliation unknown | 1 |
| Raihan Winurputra | Affiliation unknown | 1 |
| Raihan Winurputra | University of Brawijaya | 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.