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KohonAnts: A Self-Organizing Ant Algorithm for Clustering and Pattern Classification Antonio M. Mora , C.M. Fernandes, J.J. Merelo, J.L.J. Laredo Dpto. ATC. UNIVERSITY OF GRANADA (Spain) V. Ramos, A.C. Rosa LASEEB-ISR/IST. UNIVERSITY OF LISBON (Portugal) ALIFE XI
INDEX ,[object Object],[object Object],[object Object],[object Object],[object Object],ALIFE XI
Ant Algorithms Natural Ants ALIFE XI ,[object Object],[object Object],[object Object],[object Object]
Ant Algorithms Main Features ALIFE XI ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Ant Algorithms Ant System Model ALIFE XI ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Kohonen’s SOM ,[object Object],[object Object],[object Object],[object Object],[object Object],Main Features ALIFE XI
Kohonen’s SOM ,[object Object],[object Object],General Structure ALIFE XI
Kohonen’s SOM ,[object Object],Working ALIFE XI ,[object Object],[object Object]
KohonAnts Presentation ALIFE XI ,[object Object],[object Object],* * INPUT SAMPLES ,[object Object],[object Object]
KohonAnts Working ALIFE XI Initialization Decide Where to Go For each Ant: Pheromone Update Pheromone  Evaporation END Stop criteria  is TRUE No more Ants Stop criteria  is FALSE
KohonAnts Main Functions (I) ALIFE XI ,[object Object],[object Object],[object Object],o o o o ,[object Object],[object Object],[object Object],[object Object]
KohonAnts Main Functions (II) ALIFE XI ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
KohonAnts Key Features ALIFE XI ,[object Object],[object Object],[object Object],[object Object],[object Object]
Experiments Datasets ALIFE XI ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Experiments Clustering (Study) ALIFE XI ,[object Object],[object Object],[object Object],[object Object]
Experiments Clustering (Results) ALIFE XI ,[object Object],[object Object],[object Object],[object Object],Initial situation Iteration 10 Iteration 40 Iteration 100
Experiments Classification ALIFE XI ,[object Object],[object Object],[object Object]
Experiments Classification (Results) ALIFE XI ,[object Object],[object Object],[object Object],[object Object],[object Object]
Conclusions And Future Wok ALIFE XI ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank You! ALIFE XI The sources, bin and data can be found in: https://forja.rediris.es/websvn/wsvn/geneura/KohonAnts/

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KohonAnts: A Self-Organizing Ant Algorithm for Clustering and Pattern Classification

  • 1. KohonAnts: A Self-Organizing Ant Algorithm for Clustering and Pattern Classification Antonio M. Mora , C.M. Fernandes, J.J. Merelo, J.L.J. Laredo Dpto. ATC. UNIVERSITY OF GRANADA (Spain) V. Ramos, A.C. Rosa LASEEB-ISR/IST. UNIVERSITY OF LISBON (Portugal) ALIFE XI
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  • 10. KohonAnts Working ALIFE XI Initialization Decide Where to Go For each Ant: Pheromone Update Pheromone Evaporation END Stop criteria is TRUE No more Ants Stop criteria is FALSE
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  • 20. Thank You! ALIFE XI The sources, bin and data can be found in: https://forja.rediris.es/websvn/wsvn/geneura/KohonAnts/