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» Web Page Classification with an Ant Colony Algorithm
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PPSN
2004
Springer
13 years 10 months ago
Web Page Classification with an Ant Colony Algorithm
This paper utilizes Ant-Miner – the first Ant Colony algorithm for discovering classification rules – in the field of web content mining, and shows that it is more effective th...
Nicholas Holden, Alex Alves Freitas
WWW
2003
ACM
14 years 5 months ago
Web Sessions Clustering with Artificial Ants Colonies
In this paper, we apply AntClust, an ant based clustering algorithm, to the Web usage-mining problem. We define a Web session as a weighted multi-modal vector and we propose an ad...
Gilles Venturini, Nicolas Labroche, Nicolas Monmar...
AE
2005
Springer
13 years 10 months ago
A New Classification-Rule Pruning Procedure for an Ant Colony Algorithm
This work proposes a new rule pruning procedure for Ant-Miner, an Ant Colony algorithm that discovers classification rules in the context of data mining. The performance of Ant-Min...
Allen Chan, Alex Alves Freitas
IAT
2003
IEEE
13 years 10 months ago
Classification Rule Discovery with Ant Colony Optimization
—Ant-based algorithms or ant colony optimization (ACO) algorithms have been applied successfully to combinatorial optimization problems. More recently, Parpinelli and colleagues ...
Bo Liu, Hussein A. Abbass, Bob McKay
GECCO
2006
Springer
159views Optimization» more  GECCO 2006»
13 years 8 months ago
A new version of the ant-miner algorithm discovering unordered rule sets
The Ant-Miner algorithm, first proposed by Parpinelli and colleagues, applies an ant colony optimization heuristic to the classification task of data mining to discover an ordered...
James Smaldon, Alex Alves Freitas