SAB94 Proceedings of the third international conference on Simulation of adaptive behavior : from animals to animats 3: from animals to animats 3
Emergent colonization and graph partitioning
SAB94 Proceedings of the third international conference on Simulation of adaptive behavior : from animals to animats 3: from animals to animats 3
Diversity and adaptation in populations of clustering ants
SAB94 Proceedings of the third international conference on Simulation of adaptive behavior : from animals to animats 3: from animals to animats 3
From user access patterns to dynamic hypertext linking
Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
On how pachycondyla apicalis ants suggest a new search algorithm
Future Generation Computer Systems
Categorizing Visitors Dynamically by Fast and Robust Clustering of Access Logs
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
A flocking based algorithm for document clustering analysis
Journal of Systems Architecture: the EUROMICRO Journal - Special issue: Nature-inspired applications and systems
Improving density-based methods for hierarchical clustering of web pages
Data & Knowledge Engineering
KANTS: Artifical Ant System for Classification
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
SwarmClass: A Novel Data Clustering Approach by a Hybridization of an Ant Colony with Flying Insects
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
Particle Swarm Optimization Based Clustering of Web Usage Data
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Harmony K-means algorithm for document clustering
Data Mining and Knowledge Discovery
A novel clustering algorithm based upon games on evolving network
Expert Systems with Applications: An International Journal
A survey: hybrid evolutionary algorithms for cluster analysis
Artificial Intelligence Review
ANTS'06 Proceedings of the 5th international conference on Ant Colony Optimization and Swarm Intelligence
Dynamic decentralized packet clustering in networks
EC'05 Proceedings of the 3rd European conference on Applications of Evolutionary Computing
PROBABILISTIC HEURISTICS FOR HIERARCHICAL WEB DATA CLUSTERING
Computational Intelligence
Nature-Inspired Clustering Algorithms for Web Intelligence Data
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
An efficient Particle Swarm Optimization approach to cluster short texts
Information Sciences: an International Journal
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In this paper, we propose a new ant-based clustering algorithm called AntClust. It is inspired from the chemical recognition system of ants. In this system, the continuous interactions between the nestmates generate a "Gestalt" colonial odor. Similarly, our clustering algorithm associates an object of the data set to the odor of an ant and then simulates meetings between ants. At the end, artificial ants that share a similar odor are grouped in the same nest, which provides the expected partition. We compare AntClust to the K-Means method and to the AntClass algorithm. We present new results on artificial and real data sets. We show that AntClust performs well and can extract meaningful knowledge from real Web sessions.