1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | mtc-m16b.sid.inpe.br |
Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
Repository | dpi.inpe.br/ce@80/2007/01.24.02.28 (restricted access) |
Last Update | 2007:04.08.01.59.18 (UTC) administrator |
Metadata Repository | dpi.inpe.br/ce@80/2007/01.24.02.28.36 |
Metadata Last Update | 2018:06.05.03.33.49 (UTC) administrator |
Citation Key | JianbinJieYunf:2007:NeAnCl |
Title | A new Ant-based Clustering Algorithm on High Dimensional Data Space |
Format | Print; CD-ROM; On-line. |
Year | 2007 |
Access Date | 2024, May 06 |
Secondary Type | CI |
Number of Files | 3 |
Size | 1335 KiB |
|
2. Context | |
Author | 1 Jianbin, Chen 2 Jie, Sun 3 Yunfei, Chen |
Affiliation | 1 Business College of Beijing Union University, Beijing, China 2 Business College of Beijing Union University, Beijing, China 3 Business College of Beijing Union University, Beijing, China |
Author e-Mail Address | 1 jianbin.chen@bcbuu.edu.cn 2 Jie.sun@bcbuu.edu.cn 3 yunfei@bcbuu.edu.cn |
Editor | Loureiro, Geilson Curran, Ricky |
e-Mail Address | jianbin.chen@bcbuu.edu.cn |
Conference Name | ISPE International Conference on Concurrent Engineering, 14 (CE 2007). |
Conference Location | São Jos¨¦ dos Campos |
Date | 2007, July 16-20 |
Publisher | Instituto Nacional de Pesquisas Espaciais (INPE) |
Publisher City | São José dos Campos |
Pages | 589-595 |
Book Title | Proceedings |
Organization | Instituto Nacional de Pesquisas Espaciais (INPE) |
History (UTC) | 2007-03-04 01:21:40 :: jianbin.chen@bcbuu.edu.cn -> ce2007 :: 2007-03-07 19:02:53 :: ce2007 -> jianbin.chen@bcbuu.edu.cn :: 2007-03-09 14:52:36 :: jianbin.chen@bcbuu.edu.cn -> ce2007 :: 2007-03-30 19:56:32 :: ce2007 -> jianbin.chen@bcbuu.edu.cn :: 2007-04-07 15:11:43 :: jianbin.chen@bcbuu.edu.cn -> ce2007 :: 2007-04-12 21:44:31 :: ce2007 -> administrator :: 2007-05-18 15:22:47 :: administrator -> ce2007 :: 2007-05-21 19:34:49 :: ce2007 -> administrator :: 2007-12-04 15:46:07 :: administrator -> jianbin.chen@bcbuu.edu.cn :: 2007-12-04 19:49:59 :: jianbin.chen@bcbuu.edu.cn -> administrator :: 2018-06-05 03:33:49 :: administrator -> marciana :: 2007 |
|
3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Keywords | Ant-based heuristic clustering High-dimensional data space |
Abstract | Ant-based clustering due to its flexibility, stigmergic and self-organization has been applied in a variety areas from problems arising in commerce, to circuit design, and to text-mining, etc. A new ant-based clustering method named AMC algorithm has been presented in this paper. Firstly, an artificial ant movement(AM) model is presented; secondly, the new ant clustering algorithm has been constructed based on AM model. In this algorithm, each ant is treated as an agent to represent a data object, each ant has two states: resting state and moving state. The ants state is controlled by two predefined functions. By moving dynamically, the ants form different subgroups adaptively, and consequently the whole ant group dynamically self-organized into distinctive and independent subgroups within which highly similar ants are closely connected. The result of data objects clustering is therefore achieved. This algorithm can be accelerated by the use of a global memory bank, increasing radius of perception and density-based look ahead method for each agent. Experimental results show that the AMC algorithm is much superior to other ant clustering methods. It is adaptive, robust and efficient, and achieves high autonomy, simplicity and efficiency. It is suitable for solving high dimensional and complicated clustering problems. |
Area | ETES |
Type | Technology for Collaborative Engineering |
doc Directory Content | access |
source Directory Content | ant clustering-ce2007.rar | 09/03/2007 11:52 | 1.1 MiB | |
agreement Directory Content | there are no files |
|
4. Conditions of access and use | |
Language | en |
Target File | paper.pdf |
User Group | administrator jianbin.chen@bcbuu.edu.cn administrator |
Visibility | shown |
Read Permission | deny from all and allow from 150.163 |
|
5. Allied materials | |
Host Collection | lcp.inpe.br/ignes/2004/02.12.18.39 cptec.inpe.br/walmeida/2003/04.25.17.12 |
|
6. Notes | |
Mark | 1 |
Empty Fields | archivingpolicy archivist callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination documentstage doi edition group identifier isbn issn label lineage mirrorrepository nextedition nexthigherunit notes numberofvolumes orcid parameterlist parentrepositories previousedition previouslowerunit progress project readergroup resumeid rightsholder schedulinginformation secondarydate secondarykey secondarymark serieseditor shorttitle sponsor tertiarymark tertiarytype url versiontype volume |
|
7. Description control | |
e-Mail (login) | marciana |
update | |
|