Scopus Eşleşmesi Bulundu
30
Atıf
34
Cilt
2545-2554
Sayfa
Scopus Yazarları: Kemal Tutuncu, Novruz Allahverdi, Ridvan Saraçoǧlu
Özet
Searching for similar document has an important role in text mining and document management. In whether similar document search or in other text mining applications generally document classification is focused and class or category that the documents belong to is tried to be determined. The aim of the present study is the investigation of the case which includes the documents that belong to more than one category. The system used in the present study is a similar document search system that uses fuzzy clustering. The situation of belonging to more than one category for the documents is included by this system. The proposed approach consists of two stages to solve multicategories problem. The first stage is to find out the documents belonging to more than one category. The second stage is the determination of the categories to which these found documents belong to. For these two aims α-threshold Fuzzy Similarity Classification Method (α-FSCM) and Multiple Categories Vector Method (MCVM) are proposed as written order. Experimental results showed that proposed system can distinguish the documents that belong to more than one category efficiently. Regarding to the finding which documents belong to which classes, proposed system has better performance and success than the traditional approach. © 2007 Elsevier Ltd. All rights reserved.
Anahtar Kelimeler (Scopus)
Document similarity
Fuzzy clustering
Multiple categories
Similarity search
Text mining
Anahtar Kelimeler
Document similarity
Fuzzy clustering
Multiple categories
Similarity search
Text mining
Makale Bilgileri
Dergi
Expert Systems with Applications
ISSN
0957-4174
Yıl
2008
/ 5. ay
Cilt / Sayı
34
/ 4
Sayfalar
2545 – 2554
Makale Türü
Özgün Makale
Hakemlik
Hakemli
Endeks
SCI-Expanded
Yayın Dili
İngilizce
Kapsam
Uluslararası
Toplam Yazar
3 kişi
Erişim Türü
Elektronik
Erişim Linki
Makaleye Git
Alan
Mühendislik Temel Alanı-
Bilgisayar Bilimleri ve Mühendisliği
YÖKSİS Yazar Kaydı
Yazar Adı
SARAÇOĞLU RIDVAN,TÜTÜNCÜ KEMAL,ALLAHVERDİ NOVRUZ
YÖKSİS ID
592260
Hızlı Erişim
Metrikler
Scopus Atıf
30
Yazar Sayısı
3