Publications

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Journal Articles

  • F. Divina, A. Gilson, F. Goméz-Vela, M. García Torres and J. F. Torres Stacking Ensemble Learning for Short-Term Electricity Consumption Forecasting.
    Energies 2018, 11(4), 949; doi:10.3390/en11040949 2018 (pdf file)
  • Francisco Fernández de Vega, Federico Divina, José Ignacio Hidalgo, Meng-Hiot Lim: Editorial. Memetic Computing 10(3): 243-244 (2018)
  • A. Marquez Chamorro, G. Asencio Cortes, F. Divina, J.S. Aguilar Ruiz Evolutionary Decision Rules for Predicting Protein Contact Maps Pattern Analysis and Applications, 17(4) 725-737, DOI: 10.1007/s10044-012-0297-3 2014.
  • J. Bacardit, P. Widera, A. Marquez Chamorro, F. Divina, J.S. Aguilar Ruiz and N. Krasnogor Contact map prediction using a large-scale ensemble of rule sets and the fusion of multiple predicted structural features . Bioinformatics, 28(19): p. 2441-2448, doi:10.1093/bioinformatics/bts472, 2012 (access the paper).
  • F. Divina, B. Pontes, R. Giraldez, J. Aguilar-Ruiz An effective measure for assessing the quality of biclusters . Computers in Biology and Medicine, vol. 42, no. 2, pp. 245-256 2012. (DOI).
  • A. E. Marquez, F. Divina, J.Aguilar-Ruiz Protein Secondary Structures Prediction based on Evolutionary Computation . Applied Computing Review (ACM Press), Volume 11 Issue 4
    Pages 17-25, doi:10.1145/2107756.2107758 2011.
  • F. Divina Genetic Relational Search for Inductive Concept Learning: A Memetic Algorithm for ILP . LAP LAMBERT Academic Publishing, 2010 ISBN-10: 3843355487 (link to the book).
  • B. Pontes, F. Divina, R. Giraldez, J. Aguilar-Ruiz Improved Biclustering on Expression Data through Overlapping Control . International Journal of Intelligent Computing and Cybernetics, Vol. 2 Number 3, pp. 477-493, 2009. (pdf file).
  • P. Vogt, F. Divina Social Symbol Grounding and Language Evolution . Interaction Studies 8(1), pp. 31-52, 2007. (pdf file).
  • F. Divina, J. Aguilar Ruiz Biclustering of Expression Data with Evolutionary Computation. IEEE Transactions on Knowledge & Data Engineering, pp 590-602, Vol. 18, No. 5 May 2006. (pdf file, bibtex entry).
  • F. Divina Evolutionary Concept Learning in First Order Logic: An Overview. AI Communications. IOS Press, Volume 19, Number 1, pp. 13-33, 2006. (pdf file, bibtex entry).
  • N. Gilbert, M. den Besten, A. Bontovics, B.G.W. Craenen, F. Divina, A.E. Eiben, R. Griffioen, G. Hevizi, A. Lorincz, B. Paechter, S. Schuster, M. Schut, C. Tzolov, P. Vogt and L. Yang Emerging Artificial Societies Through Learning. Journal of Artificial Societies and Social Simulation vol. 9, no. 2, 2006. (pdf file, bibtex entry ).
  • F. Divina Relational Inductive Learning with a Hybrid Evolutionary Algorithm. In AI Communications. IOS Press, Volume 18, Number 1, pp. 67-69, 2005 (pdf file, bibtex entry).
  • F. Divina, E. Marchiori Handling Continuous Attributes in an Evolutionary Inductive Learner. In IEEE Transactions on Evolutionary Computation, Vol. 9, NO. 1, pages 31-43, February 2005 (a similar version was published also as technical report, bibtex entry).
  • F. Divina E. Marchiori Knowledge-Based Evolutionary Search for Inductive Concept Learning. In Yaochu Jin (editor) Knowledge Incorporation in Evolutionary Computation, Part III, pp. 237-254. Springer. 2004 Springer-Verlag (pdf file, bibtex entry).

Conference Papers

  • PMM García, MG Torres, F Divina, FAG Vela, F Cortés-Ledesma Analysis of Relevance and Redundance on Topoisomerase 2b (TOP2B) Binding Sites: A Feature Selection Approach. International Conference on the Applications of Evolutionary Computation (EvoApps – EvoStar), 86-101. 2018
  • R Arias-Michel, M García-Torres, C Schaerer, F Divina Feature Selection Using Approximate Multivariate Markov Blankets. International Conference on Hybrid Artificial Intelligence Systems, pp. 114-125. 2016
  • AEM Chamorro, F Divina, JS Aguilar-Ruiz, CES Toca Improving the Efficiency of MECoMaP: A Protein Residue-Residue Contact Predictor. Iberoamerican Congress on Pattern Recognition, 166-173. 2013.
  • AE Márquez-Chamorro, F Divina, J Bacardit, JS Aguilar-Ruiz An efficient decision rule-based system for the protein residue-residue contact prediction IEEE Congress on Evolutionary Computation, 592-597. 2013
  • A. E. Marquez Chamorro, F. Divina, J. S. Aguilar-Ruiz, J. Bacardit, G. Asencio Cortes, C. E. Santiesteban Toca A NSGA-II Algorithm for the Residue-Residue Contact Prediction . In Proceedings of the 10th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Computational Biology (EvoBio), pp. 234-244. 2012.
  • A. E. Marquez, F. Divina, J. Aguilar-Ruiz, G. Asencio A Multi-objective Genetic Algorithm for the Protein Structure Prediction . In Proceedings of the International Conference on Intelligent System Design and Applications (ISDA 2011), pp. 1086-1090. 2011.
  • A. E. Marquez, F. Divina, J. Aguilar-Ruiz, G. Asencio Residue-residue Contact Prediction based on Evolutionary Computation . In Proceedings of the 5th International Conference on Practical Applications of Computational Biology & Bioinformatics (PACBB 2011), pp. 279-284. 2011.
  • Michaël Marcozzi, Federico Divina, Wim Vanhoof and Jesus Aguilar-Ruiz A Novel Probabilistic Encoding for EAs Applied to Biclustering of Microarray Data . In Proceedings of the Genetic and Evolutionary Computation Conference (GECCO), to appear. 2011.
  • Alfonso Marquez Chamorro, Federico Divina and Jesus Aguilar-Ruiz An Evolutionary Approach for Protein Contact Map Prediction . In Proceedings of the 9th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics (EvoBIO), pp. 101-110 2011.
  • Alfonso Marquez Chamorro, Federico Divina and Jesus Aguilar-Ruiz Evolutionary Computation for the Prediction of Secondary Protein Structures . In Proceedings of the 26th ACM Symposium on Applied Computing (SAC), pp. 1082-1087 2011.
  • Alfonso Marquez Chamorro, Federico Divina and Jesus Aguilar-Ruiz Residue-residue Contact Prediction based on Evolutionary Computation . In Proceedings of the 5th Inter. Conference on Practical Applications of Computational Biology & Bioinformatics (PACBB), pp. 279-283 2011.
  • Alfonso Marquez Chamorro, Federico Divina and Jesus Aguilar-Ruiz Evolutionary Protein Contact Maps Prediction . In Proceedings of the 6th International Conference on Hybrid Artificial Intelligence Systems (HAIS), pp. 303-310 2011.
  • Alfonso Marquez Chamorro, Federico Divina, Jesus Aguilar-Ruiz and Gualberto Asencio Cortes Alpha Helix Prediction based on Evolutionary Computation . In Proceedings of the 5th International Conference on Pattern Recognition in Bioinformatics, pp. 358-367. 2010.
  • Céline Dandois, Federico Divina and Wim Vanhoof A Multi-Objective Evolutionary Concept Learner. In Proceedings of the IEEE World Congress on Computational Intelligence (WCCI-2010), IEEE, pp. 411-418. 2010.
  • Federico Divina and Raúl Giráldez Editorial of the Application of Evolutionary Computation Track. In Proceedings of the 25th Annual ACM Symposium on Applied Computing (ACM SAC-2010), pp. 1117. 2010.
  • F. Divina, J. S. Aguilar-Ruiz A Multi-Objective Approach to Discover Biclusters in Microarray Data. In Proceedings of the 16th Genetic and Evolutionary Computation Conference (GECCO-2007), ACM, pp. 385-392, 2007. (pdf file, bibtex entry).
  • R. Giraldez, F. Divina, B. Pontes, J. S. Aguilar-Ruiz Evolutionary Search of Biclusters by Minimal Intrafluctuation. In Proceedings of IEEE International Conference on Fuzzy Systems, pp. 1-6, 2007.
  • B. Pontes, F. Divina, R. Giraldez, J. S. Aguilar-Ruiz Virtual Error: A New Measure for Evolutionary Biclustering. In Proceedings of the Fifth European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, Springer, pp. 217-226, 2007. (pdf file, bibtex entry).
  • F. Divina, F. Martinez, J. S. Aguilar–Ruiz Metodo basado en algoritmos geneticos para encontrar biclusters significativos. In Proceedings of the IV congreso español de metaheursticas, algoritmos evolutivos y bioinspirados (MAEB), pp. 639-646, 2007
  • F. Divina, P. Vogt A Hybrid Model for Learning Word-Meaning Mappings. In Proceedings of the Third International Symposium on the Emergence and Evolution of Linguistic Communication, Springer, pp. 1-15, 2006. (pdf file, bibtex entry).
  • F. Divina, J. Aguilar Ruiz, N. Diaz Diaz Biclustering de Datos de Expresión Genómica con Computación Evolutiva Multiobjetivo. In Proceedings of the IV congreso español de metaheurísticas, algoritmos evolutivos y bioinspirados (MAEB), pp. 229-236, 2005. (pdf file, bibtex entry).
  • F. Divina, P. Vogt Perceptually Grounded Lexicon Formation Using Inconsistent Knowledge. In Proceedings of the VIIIth European Conference on Artificial Life (ECAL2005), pp. 644-654, Springer, 2005. (pdf file, bibtex entry).
  • J.S. Aguilar-Ruiz, F. Divina GA-based Approach to Discover Meaningful Biclusters. In Proceedings of the Genetic and Evolutionary Computation – GECCO 2005, Genetic and Evolutionary Computation Conference, Washington D.C., USA, June 25-29, 2005, pp. 473-474, Springer, 2005. (pdf file, bibtex entry).
  • P. Vogt, F. Divina Language Evolution in Large Population of Autonomous Agents: Issues in Scaling. In Proceedings of AISB 2005: Social Intelligence and Interaction in Animals, Robots and Agents, University of Hertfordshire, Hatfield, UK, 12-15 April, pp. 80-87, 2005. (pdf file, bibtex entry).
  • F. Divina Assessing the Effectiveness of Incorporating Knowledge in an Evolutionary Concept Learner. In Proceedings of the 8th European Conference on Genetic Programming, EuroGP’2005. pp. 13-24, Springer, 2005. (pdf file, bibtex entry).
  • F. Divina, J.S. Aguilar-Ruiz Evolutionary Biclustering of Microarray Data. In Proceedings of the 3rd European Workshop on Evolutionary Compuation and Bioinformatics, pp. 1-10, Springer, 2005. (pdf file, bibtex entry).
  • J.S. Aguilar-Ruiz, F. Divina Evolutionary Computation for Biclustering of Gene Expression. In Proceedings of the 10th Annual ACM Symposium on Applied Computing. pp. 959-960, 2005. ACM. (pdf file, bibtex entry).
  • J. Aguilar-Ruiz, J. Bacardit, F. Divina Experimental Evaluation of Discretization Schemes for Rule Induction. In Proceedings of the Genetic and Evolutionary Computation – GECCO 2004, Genetic and Evolutionary Computation Conference, Seattle, Washington, USA, June 26-30, 2004. pp. 828-839. Springer. 2004 (pdf file, bibtex entry).
  • J. Aguilar-Ruiz, R. Costa, F. Divina Knowledge Discovery from Doctor-Patient Relationship. In Proceedings of 9th Annual ACM Symposium on Applied Computing, Special Track on “Computer Applications in Health Care” (COMPAHEC 2004). pp. 280-284. 2004. \A9 ACM, (2004). This is the author’s version of the work. It is posted here by permission of ACM for your personal use. Not for redistribution. The definitive version will be published in the Proceedings of ACM Symposium on Applied Computing 2004. (pdf file, bibtex entry).
  • F. Divina, M. Keijzer, E. Marchiori Evolutionary Concept Learning with Constraints for Numerical Attributes. In Proceedings of the 15th Belgian-Dutch Conference on Artificial Intelligence (BNAIC’03), pp. 107-114 2003 (pdf file, bibtex entry).
  • R. Costa, F. Divina Application of Inductive Concept Learning to Doctor-Patient Relation Data. In Proceedings of the 15th Belgian-Dutch Conference on Artificial Intelligence (BNAIC’03), pp. 67-74 2003 (pdf file, bibtex entry).
  • F. Divina, E. Marchiori Handling continuous attributes in an evolutionary inductive learner. Technical Report IR-AI-005, Vrije Universiteit 2003 ( pdf file, bibtex entry).
  • F. Divina, M. Keijzer, E. Marchiori A Method for Handling Numerical Attributes in GA-based Inductive Concept Learners. In Proceedings of the Genetic and Evolutionary Computation – GECCO 2003, Genetic and Evolutionary Computation Conference, Chicago, IL, USA, July 12-16, 2003. Proceedings, Part I, Volume 2723, pp. 899-910. Springer. ISBN: 3-540-40603-4 2003 (pdf file, bibtex entry).
  • F. Divina, M. Keijzer, E. Marchiori Non-Universal Suffrage Selection Operator Favor Population Diversity in Genetic Algorithms. In Proceedings of the Genetic and Evolutionary Computation – GECCO 2003, Genetic and Evolutionary Computation Conference, Chicago, IL, USA, July 12-16, 2003, Part II, Volume 2724, pp. 1571-1573. Springer. ISBN: 3-540-40602-6 2003 (pdf file, bibtex entry).
  • F. Divina, D. Edwards, S. Kain Creative Evolution of Flying Objects. In Proceedings of CCIA 2003, pp. 276-285, IOS-Press. 2003 (pdf file, bibtex entry).
  • F. Divina, E. Marchiori Evolutionary Concept Learning. In Proceedings of the Genetic and Evolutionary Computation Conference, GECCO, pp. 343-350. New York, NY, USA 2002 (pdf file, bibtex entry).
  • F. Divina, M. Keijzer, E. Marchiori Non-Universal Suffrage Selection Operators Favour Population Diversity in Genetic Algorithms. in Proceedings of Annual Machine Learning Conference of Belgium and The Netherlands (Benelearn2002 Technical report UU-CS-2002-046), pp. 23-30 2002 (ps.gz file, bibtex entry).
  • F. Divina Knowledge Based Evolutionary Computing for Inductive Learning in First-Order Logic. In Proceedings of the Brussels Evolutionary Algorithms Day (BEAD-2001), Workshop on EAs 2001 (pdf file).
  • F. Divina, E. Marchiori Knowledge Based Evolutionary Programming for Inductive Learning in First-Order Logic. In Proceedings of the Genetic and Evolutionary Computation Conference, GECCO, pp. 173. San Francisco, CA, USA 2001 (ps file, bibtex entry).
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