Fabio Gonzalez's Publications


Papers in Serial Publications

International Journal Papers
  1. G. Diaz, F. González and E. Romero
    A Semi-Automatic Method for Quantification and Classification of Erythrocytes Infected with Malaria Parasites in Microscopic Images
    Journal of Biomedical Informatics, Elsevier, 2008 (accepted, in press)
  2. F. González, J. Galeano, A. Veloza and A. Rojas 
    Neuro-Immune Model for Discriminating and Visualizing Anomalies (draft)
    Natural Computing Journal, 5:3, p. 285-304, Springer-Verlag, Sepember 2006. 
  3.  Dasgupta, F. Gonzalez,  K. Yallapu, J. Gomez and R. Yarramsettii
    CIDS: An Agent-based Intrusion Detection System
    Computers & Security, Volume 24, Issue 5, p. 387-398, Elsevier, August 2005.
  4. F. González and D. Dagupta.
    Anomaly detection using real-valued negative selection
    Genetic Programming and Evolvable Machines, 4(4), pages 383-403, Kluwer Acad. Publ., December 2003
  5. D. Dagupta and F. González.
    An Immunity-Based Technique to Characterize Intrusions in Computer Networks. (draft)
    IEEE Transactions on Evolutionary Computation, 6(3), pages 1081-1088, June 2002.
Lecture Notes in Computer Science
  1. Galeano-Huertas J.C.,  González F
    INDIE: An Artificial Immune Network for On-Line Density Estimation
    Lecture Notes in Computer Science, MICAI2008, vol 5317, pp 254-265
  2. Caicedo J.C., González F. and Romero E
    Content-Based Medical Image Retrieval Using Low-Level Visual Features and Modality Identification. (draft)
    Lecture Notes in Computer Science, CLEF2007 proceedings, vol 5152, pp 615-622, 2008.
  3. Caicedo J.C., González F. and Romero E.
    A Semantic Content-Based Retrieval Method for Histopathology Images. (draft)
    Lecture Notes in Computer Science, AIRS2008 proceedings, vol 4993, pp 51-60, 2008.
  4. Díaz G., González F. and Romero E. 
    Automatic Clump Splitting for Cell Quantification in Microscopical Images
    Lecture Notes in Computer Science, CIARP2007 proceedings, vol 4756, pp 763-772, 2007.
  5. Díaz G., González F. and Romero E.
    Infected Cell Identification in Thin Blood Images Based on Color Pixel Classification: Comparison and Analysis.
    Lecture Notes in Computer Science, CIARP2007 proceedings, vol 4756, pp 812-821 2007.
  6. Caicedo J.C., González F., Romero E. and Triana E.M.
    Design of a Medical Image Database with Content-Based Retrieval Capabilities.  (draft)
    Lecture Notes in Computer Science, IEEE PSIVT2007, vol 4872,  pp 919-931, 2007
  7. O. Alonso, F. González, J.C. Galeano and L.F. Niño
    A solution concept for Artificial Immune Networks: A coevolutionary perspective
    Lecture Notes in Computer Science, ICARIS2007, vol 4628,  pp 35-46, 2007
  8. F. González, D. Dagupta  and L. F. Niño.
    A Randomized Real-Valued Negative Selection Algorithm. (draft)
    Lecture Notes in Computer Science, ICARIS2003, vol 2787, pp 261-272, 2003.
  9. F. González, D. Dagupta and J. Gómez
    The effect of binary matching rules in negative selection. (draft)
    Lecture Notes in Computer Science, GECCO2003 proceedings, vol 2723, pp 198-209, 2003
  10. O. Nasraoui, F. González, C. Cardona, C. Rojas and D. Dagupta
    A Scalable Artificial Immune System Model for Dynamic Unsupervised Learning
    Lecture Notes in Computer Science, GECCO2003 proceedings, vol 2723, pp 222-233,  2003
  11. J. Gómez, D. Dagupta and F. González
    Using Adaptive Operators in Genetic Search.
    Lecture Notes in Computer Science, GECCO2003 proceedings, vol 2723, pp 1577-1578, 2003
Local journal papers
  1. V.A. Bucheli, F. González
    Herramienta informática para vigilancia tecnológica -VIGTECH-.
    Avances en Sistemas e Informática, v. 4 n.1, pp 117-126, Junio 2007, Facultad de Minas, Universidad Nacional de Colombia, Medellín
  2. S. Ordoñez, F. González.
    Sistemas de Recuperación de Información. 
    Ingeniería, v.9, n.1, p. 57-62, 2004, Univ. Distrital Fco. José de Caldas, Bogotá D.C., Colombia.
  3. F. González.
    Programación Funcional: Conceptos y Perspectivas.
    Ingeniería e Investigación, No. 40, Agosto de 1998, pp. 65-71, Facultad de Ingeniería, Universidad Nacional de Colombia.
Books, Chapters, Thesis
  1. D. Dagupta and F. González. 
    Artificial Immune Systems in Intrusion Detection
    Chapter in Enhancing Computer Security with Smart Technology,  V. Rao Vemuri ed., CRC Press, pp 165-208, 2005.
  2. D. Dagupta and F. González.
    An intelligent decision support system for intrusion detection and response
    Chapter in Information Assurance in Computer Networks, pages 1-14.  Lecture Notes in Computer Science. Springer-Verlag, 2001.
  3. F. González.
    A Study of Artificial Immune Systems Applied to Anomaly Detection.
    Ph.D. Dissertation, The University of Memphis, May, 2003. 
  4. F. González.
    Fórmulas, Lambda-Términos y Combinadores: Multicategorizaciones y Correspondencias Multifuntoriales.
    Tesis de Magister en Matemáticas, Universidad Nacional de Colombia, Diciembre de 1998.
International, Pair-Reviewed Conferences
  1. N. Durak, O. Nasraoui, J. Gomez, F. Gonzalez, H. Elgazzar, S. Sellah, C. Rojas,  J. Schmelz, J. Roames, and K. Nasraoui
    Mining coronal loops in solar images from the SOHO collection
    In Proceedings of the Annual Meeting of the North American Fuzzy Information Processing Society, NAFIPS'07, pp 514-519, 2007.
  2. O. Nasraoui, J. Cerwinske,  C. Rojas, F. González
    Performance of Recommendation Systems in Dynamic Streaming Environments
    In Proceedings of the SIAM International Conference on Data Mining SDM2007, 2007.
  3. O. Sanchez, C. Payan, L. Bobadilla, F. Gonzalez, E. Barreto
    Gene Selection Based on Category Detection of Gene Ontology
    in Procedings of 7th  international conference for the Critical Assessment of Microarray Data Analysis, CAMDA 2007.
  4. A, Salamanca, F. González, E. León
    Análisis Global de Comportamiento Web de la Universidad Nacional de Colombia
    in Proceedings of the XXXIII Conferencia Latinoamericana de Informática CLEI2007, Costa Rica, 2007
  5. O. Nasraoui, J. Cerwinske,  C. Rojas, F. González
    Collaborative filtering in dynamic usage environments
    In Proceedings of the 2006 ACM CIKM International Conference on Information and Knowledge Management, pp.794-795, 2006.
  6. G. Mañana, E. Romero and F. González
    A Grid Computing Approach to Subtraction Radiography
    In Proceedings of the IEEE International Conference on Image Processing (ICIP'06) (accepted)
  7. J. A. Mojica, D. A. Rojas, J. Gómez, F. González 
    Page Clustering Using a Distance-Based Algorithm
    In Proceedings of the  Third Latin American Web Congress (LA-WEB'2005),  IEEE Comp Soc, pp. 223-229, 2005.
  8. F. González, J. Galeano, A. Veloza and A. Rojas
    Discriminating and Visualizing Anomalies Using Negative Selection and Self-Organizing Maps
    In Proceedings of the 2005 Conference on Genetic and Evolutionary Computation (GECCO'05) (Washington DC, USA, June 25 - 29, 2005), pages 297-304 , ACM Press, New York, NY. (Artificial Immune Systems track Best Paper Award Winner)
  9. J. Galeano, A. Veloza  and F. González
    A comparative analysis of artificial immune network models
    In Proceedings of the 2005 Conference on Genetic and Evolutionary Computation (GECCO'05) (Washington DC, USA, June 25 - 29, 2005), pages  361-368, ACM Press, New York, NY.
  10. G. Mañana, E. Romero and F. González
    Distributed Genetic Algorithm for Subtraction Radiography
    In GECCO Workshop on Medical Applications of Genetic and Evolutionary Computation (MedGEC 2005), Washington DC, USA, June 25 - 29, 2005.
  11. C. Reyes and F. González
    Mechanical Design Optimization of a Walking Robot Leg Using Genetic Algorithm, In Proceedings of the 7th International Conference on Climbing and Walking Robots (CLAWAR-04), Madrid, Spain, September, 2004. 
  12. O. Nasraoui, C. Cardona, C. Rojas and F. González 
    Mining Evolving User Profiles in Noisy Web Clickstream Data with a Scalable Immune System Clustering Algorithm
    In Proceedings of the Fifth WEBKDD workshop (WEBKDD'03) (Washington DC, USA, Aug. 27, 2003), pages 71-81,  ACM Press.
  13. O. Nasraoui, C. Cardona, C. Rojas and F. González.
    TECNO-STREAMS: Tracking evolving clusters in noisy data streams with a scalable immune system learning model
    In Proceedings of the 3rd IEEE International Conference on Data Mining, Melbourne, FL, November 2003.
  14. F. González, D. Dagupta, J. Gómez and M. kaniganti.
    Evolutionary Approach to Generate Fuzzy Anomaly Signatures.
    In Proceedingsof the IEEE Information Assurance Workshop , June 2003. (to appear)
  15. D. Dasgupta, Z. Ji and F. González.
    Artificial Immune System (AIS) Research in the Last Five Years, in Proceedings of the IEEE Congress on Evolutionary Computation (CEC), Canberra, Australia, December 8-12, 2003.
  16. J. Gómez, F. González and D. Dagupta.
    An immuno-fuzzy approach to anomaly detection.
    In Proceedings of The IEEE International Conference on Fuzzy Systems, St. Louis, MO, May 2003. (to appear)
  17. J. Gómez, D. Dagupta and F. González.
    Detecting Cyber Attacks with Fuzzy Data Mining Techniques.
    In Proceedings of the Workshop on Data Mining for Counter Terrorism and Security, Third SIAM Conference on Data Mining, San Francisco, CA, May 2003.
  18. F. González, D. Dagupta.
    Neuro-Immune and Self-Organizing Map Approaches to Anomaly Detection: A Comparison
    In Proceedings of the 1st International Conference on Artificial Immune Systems, pages 203-211, Canterbury, UK,  9-11 September 2002.
  19. F. González and D. Dasgupta.
    An imunogenetic technique to detect anomalies in network traffic
    In Proceedings of the Genetic and Evolutionary Computation Conference (GECCO), pages 1081-1088, New York, 9-13 July 2002. Morgan Kaufmann Publishers.
  20. O. Nasraoui, D Dasgupta, and F. González.
    A Novel Artificial Immune System Approach to Robust Data Mining.
    In Gecco 2002: late breaking papers of the Genetic and Evolutionary Computation Conference, New York, 9-13 July 2002.
  21. J. Gómez, D. Dasgupta, O. Nasraoui, and F. González.
    Complete Expression Trees for Evolving Fuzzy Classifiers Systems with Genetic Algorithms and Application to Network intrusion Detection.
    In Proceedings of NAFIPS-FLINT joint conference, pages 469-474, New Orleans, LA, June 2002.
  22. F. González, D. Dasgupta, and R. Kozma.
    Combining Negative Selection and Classification Techniques for Anomaly Detection.
    In Proceedings of the Congress on Evolutionary Computation , pages 705-710, Honolulu, HI, May 2002. IEEE.
  23. O. Nasraoui, F. González, and D Dasgupta.
    The Fuzzy Artificial Immune System: Motivations, Basic Concepts, and Application to Clustering and Web Profiling.
    In IEEE International Conference on Fuzzy Systems, pages 711-716, Hawaii, HI, 13 May 2002. IEEE.
  24. O. Nasraoui, D Dasgupta, and F. González.
    The Promise and Challenges of Artificial Immune System Based Web Usage Mining: Preliminary Results.
    In Proceedings of the Workshop on Web Analytics, Second SIAM Conference on Data Mining, Arlington, VA, April 2002.
  25. F. González, N. S. Majumdar, K. I. Lin, and D. Dasgupta.
    Tool to Generate Local Internet Weather.
    In Proceedings of ISCA 17th International Conference on Computers and their Applications (CATA), pages 507-510, San Francisco, CA, April 2002. ISCA.
  26. D. Dagupta and F. González.
    Evolving complex fuzzy classifier rules using a linear genetic representation.
    In Proceedings of the Genetic and Evolutionary Computation Conference(GECCO) , San Francisco, CA, July 2001. Morgan Kaufmann.
Other publications
  1. Caicedo J.C., Gonzalez F., Romero E., Y. Sánchez
    Evaluación de Características de Bajo Nivel para Recuperación de Imágenes de Histología por Contenido
    in Proceedings of 2do Congreso Colombiano de Computación, CCC2007, Bogotá 2007
  2. C. Rodríguez, F. González, J.D. Cruz
    Una Aproximación a la Categorización automática de Correos Electrónicos
    in Proceedings of 2do Congreso Colombiano de Computación, CCC2007, Bogotá 2007
  3. J. D. Cruz, F. González, G. Meneses
    FIADA: Framework para la Implementación de Algoritmos de Detección de Anomalías
    In Proceedings of the  International Congress on Computational Intelligence, CIIC-2005. Montería, Colombia, 2005
  4. A. Romero, M. Linares, F. González
    Diseño de Circuitos Analógicos con Programación Genética
    In Proceedings of the  International Congress on Computational Intelligence, CIIC-2005. Montería, Colombia, 2005.
  5. F. González, J. Galeano, A. Veloza and A. Rojas
    Algoritmo Bioinspirado para la Detección y Visualización de Anomalías
    In Proceedings of the  International Congress on Computational Intelligence, CIIC-2005. Montería, Colombia, 2005.
  6. J. Galeano, A. Veloza, F. González
    Redes Inmunológicas Artificiales: Una Introducción
    In Proceedings of the  International Congress on Computational Intelligence, CIIC-2005. Montería, Colombia, 2005.
  7. F. González y L. G. Torres.
    Visión Estadística de las Redes Neuronales.
    XIV Coloquio Distrital de Matemáticas y Estadística, Publicaciones Universidad Distrital Francisco José de Caldas, Diciembre de 1997.
  8. M. Bautista y F. González.
    Desarrollo de un Agente Inteligente para Internet Utilizando Algoritmos Genéticos y Lógica Difusa.
    en Revista Escuela de Administración de Negocios, Julio de 1996, pp. 5-16.
  9. J. Gómez, y F. González.
    Un Nuevo Enfoque para la Resolución de Problemas: las Redes Neuronales.
    en Revista Escuela de Administración de Negocios, Enero de 1995, pp. 35-40.
  10. F. González y J. Gómez.
    Herramienta para la Edición, Entrenamiento y Simulación de Redes Neuronales
    Proyecto de grado de Ingeniería de Sistemas, Universidad Nacional de Colombia, Junio de 1993.