Fabio Gonzalez's Publications
Papers in Serial Publications
International Journal Papers
- 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) - 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.
- 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.
- 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
- 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
- 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 - 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. - 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. - 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. - 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. - 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 - 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 - 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. - 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 - 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 - 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
- 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 - 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. - 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
- 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.
- 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.
- F. González.
A Study of Artificial Immune
Systems Applied to Anomaly Detection.
Ph.D. Dissertation, The University of Memphis, May, 2003.
- 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
- 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. - 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. - 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. - 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 - 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.
- 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)
- 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.
- 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)
- 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.
- 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.
- 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.
- 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.
- 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. - 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)
- 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.
- 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) - 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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
- 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 - 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 - 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
- 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.
- 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.
- 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. - 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.
- 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.
- 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.
- 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.