Similar document detection using self-organizing maps

被引：0

作者：

Lensu, Anssi ^{[1
]}

Koikkalainen, Pasi ^{[1
]}

机构：

[1] Univ of Jyvaskyla, Jyvaskyla, Finland

来源：

International Conference on Knowledge-Based Intelligent Electronic Systems, Proceedings, KES | 1999年

关键词：

Algorithms - Data reduction - Data structures - Encoding (symbols);

D O I：

暂无

中图分类号：

学科分类号：

摘要：

This paper describes how similar free-form textual documents can be matched using the Self-Organizing Maps (SOMs). The analysis chain is made of three parts: first, similar words are located using an alphabet occurrence coding and SOM; second, three-word contexts are clustered using codes obtained from the word SOM to build a context map; and third, whole documents are clustered using codes from the context SOM. Although this work is inspired by the WEBSOM method, it is quite different since our goal was to build a fast system, which is tolerant to the special features of different languages.

引用

页码：174 / 177

共 50 条

[11] The research of Self-Organizing Maps based on Document Collections
Ding, Yi
Fu, Xian
FRONTIERS OF ADVANCED MATERIALS AND ENGINEERING TECHNOLOGY, PTS 1-3, 2012, 430-432 : 1232 - 1235
[12] Elaborate document clusters on nested self-organizing maps
Ye, HL
IC-AI'2001: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS I-III, 2001, : 137 - 143
[13] Using self-organizing maps for anomaly detection in hyperspectral imagery
Penn, BS
2002 IEEE AEROSPACE CONFERENCE PROCEEDINGS, VOLS 1-7, 2002, : 1531 - 1535
[14] Dynamic muscle fatigue detection using self-organizing maps
Moshou, D
Hostens, I
Papaioannou, G
Ramon, H
APPLIED SOFT COMPUTING, 2005, 5 (04) : 391 - 398
[15] Fuzzy optimized self-organizing maps and their application to document clustering
Romero, Francisco P.
Peralta, Arturo
Soto, Andres
Olivas, Jose A.
Serrano-Guerrero, Jesus
SOFT COMPUTING, 2010, 14 (08) : 857 - 867
[16] Self-Organizing Maps
Matera, F
SUBSTANCE USE & MISUSE, 1998, 33 (02) : 365 - 381
[17] Fuzzy optimized self-organizing maps and their application to document clustering
Francisco P. Romero
Arturo Peralta
Andres Soto
Jose A. Olivas
Jesus Serrano-Guerrero
Soft Computing, 2010, 14 : 857 - 867
[18] Detection of system changes for a pneumatic cylinder using self-organizing maps
Zachrison, Anders
Sethson, Magnus
2006 IEEE CONFERENCE ON COMPUTER-AIDED CONTROL SYSTEM DESIGN, VOLS 1 AND 2, 2006, : 547 - +
[19] Attack characterization and intrusion detection using an ensemble of Self-Organizing Maps
DeLooze, Lori L.
2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 2121 - 2128
[20] DDoS intrusion detection using Generalized Grey Self-Organizing Maps
Li, Ding
Ni Gui-qiang
Pan Zhi-Song
Hu Gu-Yu
PROCEEDINGS OF 2007 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES, VOLS 1 AND 2, 2007, : 1548 - 1551

← 1 2 3 4 5 →