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Juan Antonio Fernández

Juan Antonio Fernández

Associate Professor

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Dr. Juan Antonio Fernandez del Pozo is currently Associate Professor of Statistics and Operations Research at School of Computer Science and member of the Computational Intelligence Group at the UPM. He has published more than 60 articles, books chapters and confenrence comunications. He has participated in more than 30 research national and international proyects. He has been member of more than 18 evaluation panels of doctroral thesis.
His teaching interests include Statistics, Decision Support Systems and Operations Research. He is currently teaching Probability and Statistics and Topologycal data Analysis at the Bachelor Degree in Computer Engineering, Decision Support Systems (Master's Degree in Artificial Intelligence), Statisticas Data Analysis and Visualization (Master's Degree in Computational Biology), Decision Making Models Mining (Master's Degree in Informatics Engineering). He has supevised more than 12 Master's Degree projects and more than 50 final degree projects.

  • Research Interests:
    • His research interest is decision analysis and intelligent decision support systems based on probabilistic graphical models (influence diagrams and bayesian networks) that perform knowledge acquisition in huge decision tables, knowledge discovery and data mining on models output for explanation synthesis and sensitivity analysis.
    • He is interested in optimization based on evolutionary algorithms and classifications models. His primary applications are Social Networks Analysis, Air Traffic Management (ATM), Large Assignment Problems under general constrains.
    • Also his interests are centered around machine learning algorithms, particularly those related to novelty detection for data streams with concept drift capabilities and dynamic feature subset selection. His primary applications are in the fields of structural health monitoring, rotodynamic systems, and the machine tool industry, with a strong emphasis on the Industrie 4.0
    • He is collaborating in modelization of quality of service and quality of life on social service environmentsin colaboration with several Spanish Foundations.
    • His articles have appeared in various academic journals including: Springer Lecture Notes in Computer Science, Journal of Operational Research, Computers & Operations Research, Kluwer Academic Publishers, Decision Support Systems, Expert Systems with Applications, Medical Decision Making.
  • Publications:
    • Indexed Journal Articles
      • Bielza, J.A. Fernandez del Pozo, and P. Larrañaga, Parameter control of genetic algorithms by learning and simulation of Bayesian Networks. A case study for the optimal ordering of tables, Journal of Computer Science and Technology, vol. 28, no. 4, pp. 720-731, 2013.
      • Bengoetxea, P. Larrañaga, C. Bielza, and J.A. Fernandez del Pozo, Optimal Row and Column Ordering to Improve Table Interpretation Using Estimation of Distribution Algorithms", Journal of Heuristics, vol. 17, no. 5, pp. 567-588, 2011.
      • A. Fernandez del Pozo,, and C. Bielza, Dealing with Complex Queries in Decision Support Systems, Data {&} Knowledge Engineering, vol. 70, pp. 167-181, 2011.
      • Bielza, J.A. Fernandez del Pozo, P. Larrañaga, and E. Bengoetxea, Multidimensional Statistical Analysis of the Parameterization of a Genetic Algorithm for the Optimal Ordering of Tables, Expert Systems with Applications, vol. 37, pp. 804-815, 2010.
      • Bielza, J. A. Fernandez del Pozo, and P. Lucas, Explaining Clinical Decisions by Extracting Regularity Patterns, Decision Support Systems, vol. 44, pp. 397-408, 2008.
      • Gómez, C. Bielza, J.A. Fernandez del Pozo, and S. Ríos-Insua, A Graphical Decision-Theoretic Model for Neonatal Jaundice, Medical Decision Making, vol. 27, no. 3, pp. 250-265, 2007.
      • A. Fernandez del Pozo, C. Bielza, and M. Gómez, A List-Based Compact Representation for Large Decision Tables Management, European Journal of Operational Research, vol. 160, no. 3, pp. 638-662, 2005.
      • Bielza, M. Gómez, S. Ríos-Insua, and J.A. Fernandez del Pozo, Structural, Elicitation and Computational Issues Faced when Solving Complex Decision Making Problems with Influence Diagrams, Computers and Operations Research, vol. 27, no. 7-8, pp. 725-740, 2000.
      • Jiménez; E. Gallego; A. Mateos; J.A. Fernández del Pozo. Restoring a Radionuclide Contaminated Aquatic Ecosystem: A Group Decision Making Problem with Incomplete Information within MAUT Accounting for Veto. Group Decision and Negotiation. 26, pp. 653 – 675. 2017.
      • Jiménez; A. Mateos; J.A. Fernández del Pozo. Dominance measuring methods for the selection of cleaning services in a European underground transportation company. RAIRO-Operations Research. 50 - 4-5, pp. 809 - 824. 2016.
  • PhD Thesis
    • Fernandez del Pozo, JA. Listas KBM2L para la síntesis de conocimiento en sistemas de ayuda a la decisión. Thesis (Doctoral), Facultad de Informática (UPM).
  • Co-authored Book
    • Gómez, J.A. Fernandez del Pozo, C. Bielza, and S. Ríos-Insua, Gestión de la Ictericia Neonatal, La Aventura de Decidir: Una Aproximación Científica mediante Casos Reales: Universidad de Málaga, pp. 73-94, 2004.
    • Vicente-Cestero; A. Mateos; A. Jiménez; J.A. Fernández del Pozo. Redes locales de innovación social: Extracción del conocimiento en redes sociales para la toma de decisiones en las Administraciones Públicas. Innap Investiga. Madrid, Comunidad de Madrid(España): Instituto Nacional de la adminsitración Pública, 2016. Depósito legal: M-33286-2016 Colección: Serie: Innovación Social
  • Book Chapters
    • Bielza., J.A. Fernandez del Pozo, and P. Lucas, Research and Development in Intelligent Systems XX, Optimal Decision Explanation by Extracting Regularity Patterns: Springer, pp. 283-294, 2004.
    • A. Fernandez del Pozo and C. Bielza, Sensitivity Analysis and Explanation of Optimal Decisions, Second European Workshop on Probabilistic Graphical Models, pp. 81-88, 2004.
    • Bielza, J.A. Fernandez del Pozo and P. Lucas, Finding and Explaining Optimal Treatments, Lecture Notes in Artificial Intelligence: Springer, pp. 299-303, 2003.
    • Bielza and J.A. Fernandez del Pozo, An Interactive Framework for Open Queries in Decision Support Systems, Lecture Notes in Artificial Intelligence: Springer, pp. 254-264, 2002.
    • Bielza., S. Ríos-Insua, M. Gómez, and J.A. Fernandez del Pozo, Sensitivity Analysis in IctNeo, Robust Bayesian Analysis, Lecture Notes in Statistics: Springer, pp. 317-334, 2000.
    • Gómez, S. Ríos-Insua  C. Bielza, and J.A. Fernandez del Pozo, Multiattribute Utility Analysis in the IctNeo System, Research and Practice in Multiple Criteria: Springer, pp. 81-92, 2000.
  • Main Conference Proceedings
    • A. Fernández del Pozo; C. Bielza. New Structures for Conditional Probabilty Tables. Proceedings of PGM02 (First European Workshop on Probabilistic Graphical Models), J.A. Gaméz and A. Salmerón (Eds.). U Castilla La Mancha, 2002.
    • Mateos; F. Tello; A. Jiménez; J.A. Fdez del Pozo. The ATC Work Shift Scheduling Problem Based on Multistart Simulated Annealing and Regular Expressions. 2018 5th International Conference on Control, Decision and Information, School of Mathematics, Aristotle University of Thessaloniki Technologies (CoDIT’18) <10.1109/CoDIT.2018.8394783>. ISSN 2576-3555, ISBN 978-1-5386-5065-3
    • Lucas; C. Bielza Lozoya; J.A. Fernández del Pozo. Constructing Explanatory Prognostic Profiles From Conditional Probability Tables By Cluster-KBM2l Analysis (Abstracts Med Decis Making, SAGE). 13th Biennial European Meeting of the SMDM, Hall-Tirol, Austria , 01/2011, Society for Medical Decision Making
    • Bielza; J.A. Fernández del Pozo. Sensitivity analysis and explanation of optimal decisions, 2th European Workshop on Probabilistic Graphical Models 2004, Leiden, Holanda, 2004