AntPart: an algorithm for the unsupervised classification problem using ants

被引：14

作者：

Admane, Lotfi ^{[1
]}

Benatchba, Karima ^{[1
]}

Koudil, Mouloud ^{[1
]}

Siad, Lamn ^{[1
]}

Maziz, Said ^{[1
]}

机构：

[1] Inst Natl Informat, Algiers, Algeria

来源：

APPLIED MATHEMATICS AND COMPUTATION | 2006年 / 180卷 / 01期

关键词：

data-mining; optimization; unsupervised classification; ant colonies;

D O I：

10.1016/j.amc.2005.11.130

中图分类号：

O29 [应用数学];

学科分类号：

070104 ;

摘要：

Unsupervised classification is one of the tasks of data-mining. In this paper, a method named AntPart for the resolution of exclusive unsupervised classification is introduced. It is inspired by the behavior of a particular species of ants called Pachycondyla apicalis. The performances of this method are compared with those of three other ones, also inspired by the social behavior of ants: AntClass, AntTree and AntClust. (c) 2006 Elsevier Inc. All rights reserved.

引用

页码：16 / 28

页数：13

共 50 条

[1] Classification of satellite images using Rp fuzzy c means for unsupervised classification algorithm
Mantilla, Luis
2019 IEEE COLOMBIAN CONFERENCE ON APPLICATIONS IN COMPUTATIONAL INTELLIGENCE (COLCACI), 2019,
[2] ISA An algorithm for image segmentation using ants
Benatcha, Karima
Koudil, Mouloud
Benkhelat, Nadjib
Boukir, Yacine
2008 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-5, 2008, : 2217 - +
[3] Research on Unsupervised Classification Algorithm Based on SSVEP
Wu, Yingnian
Yang, Rui
Chen, Wenbai
Li, Xin
Niu, Jiaxin
APPLIED SCIENCES-BASEL, 2022, 12 (16):
[4] Unsupervised classification of polarimetric SAR images by EM algorithm
Khan, Kamran-Ullah
Yang, Jian
Zhang, Weijie
IEICE TRANSACTIONS ON COMMUNICATIONS, 2007, E90B (12) : 3632 - 3642
[5] Genetic algorithm for unsupervised classification of remote sensing imagery
Yang, MD
Yang, YF
IMAGE PROCESSING: ALGORITHMS AND SYSTEMS III, 2004, 5298 : 395 - 402
[6] Runway Detection Using Unsupervised Classification
Marapareddy, R.
Pothuraju, A.
2017 IEEE 8TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS AND MOBILE COMMUNICATION CONFERENCE (UEMCON), 2017, : 278 - 281
[7] Hyperspectral Image Classification Using Unsupervised Algorithms
El Rahman, Sahar A.
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2016, 7 (04) : 198 - 205
[8] AN UNSUPERVISED CLASSIFICATION FOR FULLY POLARIMETRIC SAR DATA USING SPAN/H/α IHSL TRANSFORM AND THE FCM ALGORITHM
Wu Yirong Cao Fang Hong Wen (National Key Lab. of Microwave Imaging Technology
Journal of Electronics(China), 2007, (02) : 145 - 149
[9] Prognostic classification of tumor cells using an unsupervised model
Krishna, R. Sathya Bama
Aramudhan, M.
BIOMEDICAL RESEARCH-INDIA, 2016, 27 : S148 - S152
[10] Using mathematical morphology for unsupervised classification of functional data
Leon, T.
Ayala, G.
Gaston, M.
Mallor, F.
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2011, 81 (08) : 1001 - 1016

← 1 2 3 4 5 →