Jurnal SINTA 2
Analisis Judul Majalah Kawanku Menggunakan Clustering K-Means Dengan Konsep Simulasi Big Data Pada Hadoop Multi Node Cluster
Jurnal Teknologi Informasi dan Ilmu Komputer (JTIIK) · Vol. 4 No. 2 (2017) · pp. 75–80
- ISSN
- 2528-6579, 2355-7699
- Published
- 2017-05-07
- Publisher
- Fakultas Ilmu Komputer, Universitas Brawijaya
- Language
- en
Abstract
AbstrakSaat ini pembaca e-magazine seperti majalah Kawanku semakin marak dan terus berkembang. Sehingga penggunaan data besar sangat dibutuhkan pada majalah Kawanku. Selain itu, dibutuhkan pengkategorian setiap bacaan ke dalam tujuh kategori judul pada majalah Kawanku. Sehingga dibutuhkan suatu pengolahan, pengelompokkan, dan pengkomunikasian antar data teks menggunakan text mining. Kombinasi text mining dengan Big Data dapat menjadi sebuah solusi yang menyediakan cara yang efisien dan reliabel untuk penyimpanan data dan infrastruktur yang efektif. Lalu pengkategorian teks dengan clustering K-Means dirasa cukup meskipun menggunakan data besar karena hasilnya memiliki keakuratan yang tinggi. Dari hasil pengujian yang dilakukan, disimpulkan bahwa perbedaan dari banyaknya data tidak mempengaruhi waktu eksekusi karena perbedaan jumlah data yang digunakan tidak terlalu besar.Kata kunci: text mining, k-means, hadoop, big data, clustering, multi node cluster AbstractNowadays e-magazine reader like Kawanku magazine are increasing more and more.. So the use of Big Data is needed in managing e-magazine data in server. In addition, it takes the categorization of each reading into 7 categories of Kawanku magazine. So it takes a processing, grouping, and communicating between the text data using text mining. The combination of text mining with Big Data can be a solution that provides an efficient and reliable way for data storage and effective infrastructure. Then the text categorization with K-Means clustering is enough although using Big Data as a result has a high accuracy. From the results of tests performed, it was concluded that the difference of the number of data does not affect the execution time due to differences in the amount of data used is not too big.Keywords: text mining, k-means, hadoop, big data, clustering, multi node cluster
Collaboration network of the authors
40 authors · 111 co-authorship links · 3 across different organisations · showing the 40 most connected
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- University of Brawijaya
- Universitas Amikom Purwokerto
- 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 |
|---|---|---|
| Arief Andy Soebroto | University of Brawijaya | 3 |
| Daneswara Jauhari | University of Brawijaya | 3 |
| Dhimas Anjar Prabowo | University of Brawijaya | 3 |
| Sutrisno . | Affiliation unknown | 2 |
| Nurul Hidayat | University of Brawijaya | 2 |
| Canny Amerilyse Caesar | University of Brawijaya | 2 |
| Latifah Hanum | University of Brawijaya | 2 |
| Muhammad Fhadli | University of Brawijaya | 2 |
| Anang Hanafi | University of Brawijaya | 2 |
| Listiya Surtiningsih | University of Brawijaya | 2 |
| Fitra Abdurrachman Bachtiar | University of Brawijaya | 2 |
| Ahmad Afif Supianto | University of Brawijaya | 1 |
| Randy Cahya Wihandika | University of Brawijaya | 1 |
| Maria Tenika Frestantiya | University of Brawijaya | 1 |
| Ziya El Arief | University of Brawijaya | 1 |
| Candra Dewi | University of Brawijaya | 1 |
| Rina Christanti | University of Brawijaya | 1 |
| Budi Darma Setiawan | University of Brawijaya | 1 |
| Rekyan Regasari Mardi Putri | University of Brawijaya | 1 |
| Lailil Muflikhah | 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 |
| Uswatun Hasanah | Universitas Amikom Purwokerto | 1 |
| Lintang Resita Mayangsari | University of Brawijaya | 1 |
| Andhica Pratama | University of Brawijaya | 1 |
| Mochammad Ainun Najib | University of Brawijaya | 1 |
| Handika Agus Fauzi | University of Brawijaya | 1 |
| Sutrisno Sutrisno | University of Brawijaya | 1 |
| Aryeswara Sunaryo | University of Brawijaya | 1 |
| Maryamah . | University of Brawijaya | 1 |
| Moh. Fadel Asikin | University of Brawijaya | 1 |
| Daisy Kurniawaty | University of Brawijaya | 1 |
| Selly Kurnia Sari | 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.