Swarm Intelligence in Data Mining
62. Abraham, Ajith;
Grosan, Crina; Ramos, Vitorino (Eds.), Swarm Intelligence in Data
Mining, Studies in Computational Intelligence (series), Vol. 34, Springer-Verlag, ISBN:
3-540-34955-3, 267 p., Hardcover, 2006.
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FOREWORD by
Dr. Kames Kennedy (US Dep. of Labor, Washington, USA)
PREFACE PDF file
TABLE OF CONTENTS (full PDF file)
TABLE OF CONTENTS / CHAPTERS (short):
[1] Introduction to Swarm Intelligence and Data-Mining.
[2] AntMiner+: A Max-Min Ant System building Rule-based Classifiers.
[3] Performing Feature Selection with ACO.
[4] Simultaneous Ant Colony Optimization Algorithms for Learning Linguistic
Fuzzy Rules.
[5] Ant Colony Clustering and Feature Extraction for Anomaly Intrusion Detection.
[6] Data and Text Mining with Hierarchical Clustering Ants.
[7] Clustering ensemble using ANT and ART.
[8] Swarm Clustering based on Flowers Pollination by Artificial Bees.
[9] Computer study of the Evolution of 'news foragers' on the Internet.
[10] Data Swarm Clustering.
[11] Particle Swarm Optimization for Pattern Recognition and Image Processing.
Related Works:
51. Vitorino Ramos, Ajith Abraham, Evolving a Stigmergic Self-Organized Data-Mining, in ISDA-04, 4th Int. Conf. on Intelligent Systems, Design and Applications, Budapest, Hungary, ISBN 963-7154-30-2, pp. 725-730, August 26-28, 2004.
64. Vitorino Ramos, Carlos Fernandes, Agostinho C. Rosa, Societal Implicit Memory and his Speed on Tracking Extrema over Dynamic Environments using Self-Regulatory Swarms, to appear in Ang Yang, Yin Shan (Eds.), Evolutionary Computation in Practice, Springer, 2007.
45. Vitorino Ramos, Ajith Abraham, Swarms on Continuous Data, in CEC´03 - Congress on Evolutionary Computation, IEEE Press, ISBN 078-0378-04-0, pp.1370-1375, Canberra, Australia, 8-12 Dec. 2003.
53. Vitorino Ramos, Jonathan Campbell, John Slater, John Gillespie, Ivan F. Bendezu and Fionn Murtagh, Swarming around Shellfish Larvae Images, in WCLC-05, 2nd World Congress on Lateral Computing, Bangalore, India, 16-18 Dec., 2005.
63. Vitorino Ramos, Carlos Fernandes, Agostinho C. Rosa, Social Cognitive Maps, Swarm Collective Perception and Distributed Search on Dynamic Landscapes, submitted to A. Porto, A. Pazos, W. Buno (Eds.), Advancing Artificial Intelligence through Biological Process Applications, IDEA Group Inc., 2007.
42. Vitorino Ramos, Juan J. Merelo, Self-Organized Stigmergic Document Maps: Environment as a Mechanism for Context Learning, in AEB´2002 – 1st Spanish Conference on Evolutionary and Bio-Inspired Algorithms, E. Alba, F. Herrera, J.J. Merelo et al. (Eds.), pp. 284-293, Centro Univ. de Mérida, Mérida, Spain, 6-8 Feb. 2002.
39. Vitorino Ramos, Fernando Muge, Pedro Pina, Self-Organized Data and Image Retrieval as a Consequence of Inter-Dynamic Synergistic Relationships in Artificial Ant Colonies, in Javier Ruiz-del-Solar, Ajith Abraham and Mario Köppen (Eds.), Frontiers in Artificial Intelligence and Applications, Soft Computing Systems - Design, Management and Applications, 2nd Int. Conf. on Hybrid Intelligent Systems, IOS Press, Vol. 87, ISBN 1 5860 32976, pp. 500-509, Santiago, Chile, Dec. 2002
61. Vitorino Ramos, Carlos Fernandes, Agostinho C. Rosa, On Self-Regulated Swarms, Societal Memory, Speed and Dynamics, in Artificial Life X - Proc. of the Tenth Int. Conf. on the Simulation and Synthesis of Living Systems, L.M. Rocha, L.S. Yaeger, M.A. Bedau, D. Floreano, R.L. Goldstone and A. Vespignani (Eds.), MIT Press, ISBN 0-262-68162-5, pp. 393-399, Bloomington, Indiana, USA, June 3-7, 2006.
54. Vitorino Ramos, Ajith Abraham, ANTIDS: Self-Organized Ant-based Clustering Model for Intrusion Detection Systems, in Swarm Intelligence and Patterns special session at WSTST-05 - 4th IEEE Int. Conf. on Soft Computing as Transdisciplinary Science and Technology - Japan, LNCS series, Springer-Verlag, Germany, pp. 977-986, May 2005.
48. Ajith Abraham, Vitorino Ramos, Web Usage Mining Using Artificial Ant Colony Clustering and Genetic Programming, in CEC´03 - Congress on Evolutionary Computation, IEEE Press, ISBN 078-0378-04-0, pp. 1384-1391, Canberra, Australia, 8-12 Dec. 2003.
29. Vitorino Ramos, Filipe Almeida, Artificial Ant Colonies in Digital Image Habitats - A Mass Behaviour Effect Study on Pattern Recognition, Proceedings of ANTS´2000 - 2nd International Workshop on Ant Algorithms (From Ant Colonies to Artificial Ants), Marco Dorigo, Martin Middendorf & Thomas Stüzle (Eds.), pp. 113-116, Brussels, Belgium, 7-9 Sep. 2000.
60. Abraham, Ajith; Grosan, Crina; Ramos, Vitorino (Eds.), Stigmergic Optimization, Studies in Computational Intelligence (series), Vol. 31, Springer-Verlag, ISBN: 3-540-34689-9, 295 p., Hardcover, 2006.
PREFACE PDF file
TABLE OF CONTENTS (full PDF file)
TABLE OF CONTENTS / CHAPTERS (short):
[1] Introduction to Swarm Intelligence and Data-Mining.
[2] AntMiner+: A Max-Min Ant System building Rule-based Classifiers.
[3] Performing Feature Selection with ACO.
[4] Simultaneous Ant Colony Optimization Algorithms for Learning Linguistic
Fuzzy Rules.
[5] Ant Colony Clustering and Feature Extraction for Anomaly Intrusion Detection.
[6] Data and Text Mining with Hierarchical Clustering Ants.
[7] Clustering ensemble using ANT and ART.
[8] Swarm Clustering based on Flowers Pollination by Artificial Bees.
[9] Computer study of the Evolution of 'news foragers' on the Internet.
[10] Data Swarm Clustering.
[11] Particle Swarm Optimization for Pattern Recognition and Image Processing.
Related Works:
51. Vitorino Ramos, Ajith Abraham, Evolving a Stigmergic Self-Organized Data-Mining, in ISDA-04, 4th Int. Conf. on Intelligent Systems, Design and Applications, Budapest, Hungary, ISBN 963-7154-30-2, pp. 725-730, August 26-28, 2004.
64. Vitorino Ramos, Carlos Fernandes, Agostinho C. Rosa, Societal Implicit Memory and his Speed on Tracking Extrema over Dynamic Environments using Self-Regulatory Swarms, to appear in Ang Yang, Yin Shan (Eds.), Evolutionary Computation in Practice, Springer, 2007.
45. Vitorino Ramos, Ajith Abraham, Swarms on Continuous Data, in CEC´03 - Congress on Evolutionary Computation, IEEE Press, ISBN 078-0378-04-0, pp.1370-1375, Canberra, Australia, 8-12 Dec. 2003.
53. Vitorino Ramos, Jonathan Campbell, John Slater, John Gillespie, Ivan F. Bendezu and Fionn Murtagh, Swarming around Shellfish Larvae Images, in WCLC-05, 2nd World Congress on Lateral Computing, Bangalore, India, 16-18 Dec., 2005.
63. Vitorino Ramos, Carlos Fernandes, Agostinho C. Rosa, Social Cognitive Maps, Swarm Collective Perception and Distributed Search on Dynamic Landscapes, submitted to A. Porto, A. Pazos, W. Buno (Eds.), Advancing Artificial Intelligence through Biological Process Applications, IDEA Group Inc., 2007.
42. Vitorino Ramos, Juan J. Merelo, Self-Organized Stigmergic Document Maps: Environment as a Mechanism for Context Learning, in AEB´2002 – 1st Spanish Conference on Evolutionary and Bio-Inspired Algorithms, E. Alba, F. Herrera, J.J. Merelo et al. (Eds.), pp. 284-293, Centro Univ. de Mérida, Mérida, Spain, 6-8 Feb. 2002.
39. Vitorino Ramos, Fernando Muge, Pedro Pina, Self-Organized Data and Image Retrieval as a Consequence of Inter-Dynamic Synergistic Relationships in Artificial Ant Colonies, in Javier Ruiz-del-Solar, Ajith Abraham and Mario Köppen (Eds.), Frontiers in Artificial Intelligence and Applications, Soft Computing Systems - Design, Management and Applications, 2nd Int. Conf. on Hybrid Intelligent Systems, IOS Press, Vol. 87, ISBN 1 5860 32976, pp. 500-509, Santiago, Chile, Dec. 2002
61. Vitorino Ramos, Carlos Fernandes, Agostinho C. Rosa, On Self-Regulated Swarms, Societal Memory, Speed and Dynamics, in Artificial Life X - Proc. of the Tenth Int. Conf. on the Simulation and Synthesis of Living Systems, L.M. Rocha, L.S. Yaeger, M.A. Bedau, D. Floreano, R.L. Goldstone and A. Vespignani (Eds.), MIT Press, ISBN 0-262-68162-5, pp. 393-399, Bloomington, Indiana, USA, June 3-7, 2006.
54. Vitorino Ramos, Ajith Abraham, ANTIDS: Self-Organized Ant-based Clustering Model for Intrusion Detection Systems, in Swarm Intelligence and Patterns special session at WSTST-05 - 4th IEEE Int. Conf. on Soft Computing as Transdisciplinary Science and Technology - Japan, LNCS series, Springer-Verlag, Germany, pp. 977-986, May 2005.
48. Ajith Abraham, Vitorino Ramos, Web Usage Mining Using Artificial Ant Colony Clustering and Genetic Programming, in CEC´03 - Congress on Evolutionary Computation, IEEE Press, ISBN 078-0378-04-0, pp. 1384-1391, Canberra, Australia, 8-12 Dec. 2003.
29. Vitorino Ramos, Filipe Almeida, Artificial Ant Colonies in Digital Image Habitats - A Mass Behaviour Effect Study on Pattern Recognition, Proceedings of ANTS´2000 - 2nd International Workshop on Ant Algorithms (From Ant Colonies to Artificial Ants), Marco Dorigo, Martin Middendorf & Thomas Stüzle (Eds.), pp. 113-116, Brussels, Belgium, 7-9 Sep. 2000.
60. Abraham, Ajith; Grosan, Crina; Ramos, Vitorino (Eds.), Stigmergic Optimization, Studies in Computational Intelligence (series), Vol. 31, Springer-Verlag, ISBN: 3-540-34689-9, 295 p., Hardcover, 2006.