Multi – document as one of summarization type has become more challenging issue than single-document because its larger space and its different content of each document. Hence, some of optimization algorithms consider some criteria in producing the best summary, such as relevancy, content coverage, and diversity. Those weighted criteria based on the assumption that the multi-documents are already located in the same cluster. However, in a certain condition, multi-documents consist of many categories and need to be considered too. In this paper, we propose an inter and intra cluster which consist of four weighted criteria functions (coherence, coverage, diversity, and inter-cluster analysis) to be optimized by using SaDE (Self Adaptive Differential Evolution) to get the best summary result. Therefore, the proposed method will deal not only with the value of compactness quality of the cluster within but also the separation of each cluster. Experimental results on Text Analysis Conference (TAC) 2008 datasets yields better summaries results with average ROUGE-1 on precision, recall, and f - measure 0.77, 0.07, and 0.12 compared to another method that only consider the analysis of intra-cluster.
| Published by | Universitas Indonesia |
| Journal Name | Jurnal Ilmu Komputer dan Informasi |
| Contact Phone | - |
| Contact Name | Qurrotin Ayunina |
| Contact Email | qurrotinayunina@gmail.com |
| Location | Kota depok, Jawa barat INDONESIA |
| Website | JIKI| http://jiki.cs.ui.ac.id/index.php/jiki| |
| ISSN | ISSN : 20887051, EISSN : 25029274, DOI : 10.21609, |
| Core Subject | Science, |
| Meta Subject | Computer Science & IT, |
| Meta Desc | Jurnal Ilmu Komputer dan Informasi is a scientific journal in computer science and information containing the scientific literature on studies of pure and applied research in computer science and information and public review of the development of theory, method and applied sciences related to the subject. Jurnal Ilmu Komputer dan Informasi is published by Faculty of Computer Science Universitas Indonesia. Editors invite researchers, practitioners, and students to write scientific developments in fields related to computer science and information. Jurnal Ilmu Komputer dan Informasi is issued 2 (two) times a year in February and June. This journal contains research articles and scientific studies. It can be obtained directly through the Library of the Faculty of Computer Science Universitas Indonesia. |
| Penulis | Puspaningrum, Alifia , Nurilham, Adhi , Bisono, Eva Firdayanti , Umam, Khoirul , Arifin, Agus Zainal |
| Publisher Article | Faculty of Computer Science - Universitas Indonesia |
| Subtitle Article | Jurnal Ilmu Komputer dan Informasi Vol 11, No 2 (2018): Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information |
| Scholar Google | http://scholar.google.com/scholar?q=%2Bintitle%3A&… |
| View Article | https://jiki.cs.ui.ac.id/index… |
| DOI | https://doi.org/10.21609/jiki.v11i2… |
| DOI Number | DOI: 10.21609/jiki.v11i2.547 |
| Download Article [1] | https://jiki.cs.ui.ac.id/index.php/jiki/… |
| Download Article [2] | http://download.garuda.ristekdikti.go.id… |
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