Please use this identifier to cite or link to this item:
http://repository.ipb.ac.id/handle/123456789/47238
Title: | Clustering konsep dokumen berbahasa Indonesia menggunakan Bisecting K-means |
Authors: | Djatna, Taufik Musthofa Ramdani, Hizry |
Keywords: | Bogor Agricultural University (IPB) Clustering Concept Concept Indexing Bisecting K-means |
Issue Date: | 2011 |
Publisher: | IPB (Bogor Agricultural University) |
Abstract: | In recent years, we have seen a tremendous growth in the volume of text documents available on the Internet, digital libraries, news sources, and company-wide intranets. This has led to an increased interest in developing methods that can efficiently categorize and retrieve relevant information. Concept indexing (CI) is a dimensionality reduction algorithm. Recently, techniques based on dimensionality reduction have been explored for capturing the concepts present in a collection of documents. In this research we investigate concept indexing as interpretation concept in Indonesian documents for clustering documents using bisecting K-means. This research showed concept-based documents clustering was achievable and that it increased the F-measure up to 38% as compared to word-based clustering. |
URI: | http://repository.ipb.ac.id/handle/123456789/47238 |
Appears in Collections: | UT - Computer Science |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
G11hra.pdf Restricted Access | fulltext | 1.03 MB | Adobe PDF | View/Open |
G11hra_Cover.pdf Restricted Access | Cover | 430.81 kB | Adobe PDF | View/Open |
G11hra_BAB I Pendahuluan.pdf Restricted Access | BAB I | 530.82 kB | Adobe PDF | View/Open |
G11hra_BAB II Tinjauan Pustaka.pdf Restricted Access | BAB II | 720.56 kB | Adobe PDF | View/Open |
G11hra_BAB III Metode Penelitian.pdf Restricted Access | BAB III | 643.53 kB | Adobe PDF | View/Open |
G11hra_BAB IV Hasil dan Pembahasan.pdf Restricted Access | BAB IV | 703.29 kB | Adobe PDF | View/Open |
G11hra_Kesimpulan.pdf Restricted Access | Kesimpulan | 417.5 kB | Adobe PDF | View/Open |
G11hra_Daftar Pustaka.pdf Restricted Access | Daftar Pustaka | 420.14 kB | Adobe PDF | View/Open |
G11hra_Lampiran.pdf Restricted Access | Lampiran | 537.49 kB | Adobe PDF | View/Open |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.