Manuel Gómez Olmedo

Administrative data

Full member researcher

  • Position in UGR: Tenure professor
    Department where s/he teaches: Ciencias de la Computación e Inteligencia Artificial
    Research group: TIC-103

Contributions and research experience

Publications in ISI SCI

  • Evaluating interval-valued influence diagrams
    Author-s: Cabanas, Rafael; Antonucci, Alessandro; Cano, Andres; Gomez-Olmedo, Manuel
    Source: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 80 393 411 13th European Conference on Symbolic and Quantitat JUL 15-17, 2015 Compiegne, FRANCE 2017
  • Improvements to Variable Elimination and Symbolic Probabilistic Inference for evaluating Influence Diagrams
    Author-s: Cabanas, Rafael; Cano, Andres; Gomez-Olmedo, Manuel; Madsen, Anders L.
    Source: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 70 13 35 2016
  • Learning marginal AMP chain graphs under faithfulness revisited
    Author-s: Pena, Jose M.; Gomez-Olmedo, Manuel
    Source: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 68 108 126 2016
  • Learning recursive probability trees from probabilistic potentials
    Author-s: Cano, Andres; Gomez-Olmedo, Manuel; Moral, Serafin; Perez-Ariza, Cora B.; Salmeron, Antonio
    Source: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 53 9 1367 1387 2012
  • FAST FACTORISATION OF PROBABILISTIC POTENTIALS AND ITS APPLICATION TO APPROXIMATE INFERENCE IN BAYESIAN NETWORKS
    Author-s: Cano, Andres; Gomez-Olmedo, Manuel; Perez-Ariza, Cora B.; Salmeron, Antonio
    Source: INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS 20 2 223 243 2012
  • A review of representation issues and modeling challenges with influence diagrams
    Author-s: Bielza, Concha; Gomez, Manuel; Shenoy, Prakash P.
    Source: OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE 39 3 227 241 2011
  • Approximate inference in Bayesian networks using binary probability trees
    Author-s: Cano, Andres; Gomez-Olmedo, Manuel; Moral, Serafin
    Source: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 52 1 49 62 10th European Conference on Symbolic and Quantitat JUL 01-03, 2009 Verona, Verona 2011
  • Modeling challenges with influence diagrams: Constructing probability and utility models
    Author-s: Bielza, C.; Gomez, M.; Shenoy, P. P.
    Source: DECISION SUPPORT SYSTEMS 49 4 354 364 2010
  • Hill-climbing and branch-and-bound algorithms for exact and approximate inference in credal networks
    Author-s: Cano, Andres; Gomez, Manuel; Moral, Serafin; Abellan, Joaquin
    Source: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 44 3 261 280 4th International Symposium on Imprecise Probabili JUL 20-23, 2005 Carnegie Mellon Univ, Carnegie Mellon Univ, Carnegie Mellon Univ 2007
  • Measures of divergence on credal sets
    Author-s: Abellan, J; Gomez, M
    Source: FUZZY SETS AND SYSTEMS 157 11 1514 1531 2006
  • A forward-backward Monte Carlo method for solving influence diagrams
    Author-s: Cano, A; Gomez, M; Moral, S
    Source: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 42 1-2 119 135 2nd European Workshop on Probabilistic Graphical M OCT 04-08, 2004 Leiden, Leiden 2006
  • A list-based compact representation for large decision tables management
    Author-s: del Pozo, JAF; Bielza, C; Gomez, M
    Source: EUROPEAN JOURNAL OF OPERATIONAL RESEARCH 160 3 638 662 19th EURO Summer Institute on Decision Analysis an SEP 09-21, 2001 Toulouse, Toulouse 2005
  • Node deletion sequences in influence diagrams using genetic algorithms
    Author-s: Gomez, M; Bielza, C
    Source: STATISTICS AND COMPUTING 14 3 181 198 2004
  • A graphical decision-theoretic model for neonatal jaundice
    Author-s: Gomez, Manuel; Bielza, Concha; Fernandez del Pozo, Juan A.; Rios-Insua, Sixto
    Source: MEDICAL DECISION MAKING 27 3 250 265 INFORMS Annual Meeting NOV 17-20, 2002 San Jose, San Jose 2007
  • Structural, elicitation and computational issues faced when solving complex decision making problems with influence diagrams
    Author-s: Bielza, C; Gomez, M; Rios-Insua, S; del Pozo, JAF
    Source: COMPUTERS & OPERATIONS RESEARCH 27 7-8 725 740 2000

Conferences in ISI CPCI-Science

  • Recursive Probability Trees for Bayesian Networks
    Author-s: Cano, Andres; Gomez-Olmedo, Manuel; Moral, Serafin; Perez-Ariza, Cora B.
    Source: CURRENT TOPICS IN ARTIFICIAL INTELLIGENCE 5988 242 251 13th Conference of the Spanish-Association-for-Art NOV 09-13, 2009 Seville, Seville 2010
  • Fast Factorization of Probability Trees and Its Application to Recursive Trees Learning
    Author-s: Cano, Andres; Gomez-Olmedo, Manuel; Perez-Ariza, Cora B.; Salmeron, Antonio
    Source: COMBINING SOFT COMPUTING AND STATISTICAL METHODS IN DATA ANALYSIS 77 65 72 5th International Conference on Soft Methods in Pr SEP 28-OCT 01, 2010 Oviedo and Mieres, Oviedo and Mieres 2010
  • Binary Probability Trees for Bayesian Networks Inference
    Author-s: Cano, Andres; Gomez-Olmedo, Manuel; Moral, Serafin
    Source: SYMBOLIC AND QUANTITATIVE APPROACHES TO REASONING WITH UNCERTAINTY, PROCEEDINGS 5590 180 191 10th European Conference on Symbolic and Quantitat JUL 01-03, 2009 Verona, Verona 2009
  • Development of the XML digital library from the Parliament of Andalucia for intelligent structured retrieval
    Author-s: Fernandez-Luna, Juan M.; Huete, Juan F.; Gomez, Manuel; Martin-Dancausa, Carlos J.
    Source: FOUNDATIONS OF INTELLIGENT SYSTEMS, PROCEEDINGS 4994 417 423 17th International Symposium on Metodologies for I MAY 20-23, 2008 York Univ, York Univ, York Univ 2008
  • Varying parameter in classification based on imprecise probabilities
    Author-s: Abellan, Joaquin; Moral, Serafin; Gomez, Manuel; Masegosa, Andres
    Source: SOFT METHODS FOR INTEGRATED UNCERTAINTY MODELLING 231 239 International Workshop on Soft Methods in Probabil SEP 05-07, 2006 Univ Bristol, Artificial Intelligence Grp, Univ Bristol, Artificial Intelligence Grp, Univ Bristol, 2006
  • A decision-based approach for recommending in hierarchical domains
    Author-s: de Campos, LM; Fernandez-Luna, JM; Gomez, M; Huete, J
    Source: SYMBOLIC AND QUANTITATIVE APPROACHES TO REASONING WITH UNCERTAINTY, PROCEEDINGS 3571 123 135 8th European Conference on Symbolic and Quantitati JUL 06-08, 2005 Barcelona, Barcelona 2005
  • Real-world applications of influence diagrams
    Author-s: Gomez, M
    Source: ADVANCES IN BAYESIAN NETWORKS 146 161 180 1st European Workshop on Probabilistic Graphical M NOV, 2002 Cuenca, Cuenca 2004
  • Applying numerical trees to evaluate asymmetric decision problems
    Author-s: Gomez, M; Cano, A
    Source: SYMBOLIC AND QUANTITATIVE APPROACHES TO REASONING WITH UNCERTAINTY, PROCEEDING 2711 196 207 7th European Conference on Symbolic and Quantitati JUL 02-05, 2003 AALBORG UNIV, AALBORG UNIV, AALBORG UNIV 2003
  • Influence diagrams for neonatal jaundice management
    Author-s: Bielza, C; Rios-Insua, S; Gomez, M
    Source: ARTIFICIAL INTELLIGENCE IN MEDICINE 1620 138 142 Joint European Conference on Artificial Intelligen JUN 20-24, 1999 AALBORG, AALBORG 1999

Book chapters in ISI

  • Credal Nets with Probabilities Estimated with an Extreme Imprecise Dirichlet Model
    Author-s: Cano, A.; Gomez-Olmedo, M.; Moral, S.
    Source: ISIPTA 07-PROCEEDINGS OF THE FIFTH INTERNATIONAL SYMPOSIUM ON IMPRECISE PROBABILITY:THEORIES AND APP 57 66 5th International Symposium on Imprecise Probabili JUL 16-19, 2007 Prague, Prague 2007
  • Application of a hill-climbing algorithm to exact and approximate inference in credal networks
    Author-s: Cano, Andres; Gomez, Manuel; Moral, Serafin
    Source: ISIPTA 05-PROCEEDINGS OF THE FOURTH INTERNATIONAL SYMPOSIUM ON IMPRECISE PROBABILITIES AND THEIR APP 88 97 4th International Symposium on Imprecise Probabili JUL 20-23, 2005 Carnegie Mellon Univ, Carnegie Mellon Univ, Carnegie Mellon Univ 2005
  • Implementation of IctNeo: a decision support system for jaundice management
    Author-s: Rios-Insua, S; Gomez, M; Bielza, C; del Pozo, JAF
    Source: OPERATIONS RESEARCH PROCEEDINGS 1999 554 559 International Symposium on Operations Research (OR SEP 01-03, 1999 OTTO VON GUERICKE UNIV MAGDEBURG, OTTO VON GUERICKE UNIV MAGDEBURG, OTTO VON GUERICKE UNIV MAGDEBURG 2000

Local Projects

  • MINER. Aprendizaje automático de modelos de interacción de genotipos con distintos niveles de inclusión de conocimiento experto
    Principal Investigator: Manuel Gómez Olmedo
    Reference: BioTic-2013-P85
    Start date: 2013-01-01
    End date: 2013-12-31
    Research Group: TIC-103
    Amount to UGR: 23000.00
    Funding Agency: CEI-BioTIC: consorcio UGR, CSIC y Parque Tecnológico de la Salud Granada
    Program: Proyectos de investigación financiados por el CEI BioTIC
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Research Contracts through OTRI

  • OTRI-3075
    Principal Investigator: Manuel Gómez Olmedo
    Start date: 2011-07-01
    End date: 2013-12-31
    Research Group: TIC-103
    Company: Telefonía GRANATEL 2000 SL

Doctoral Dissertations supervised

  • New methods and data structures for evaluating influence diagrams
    Author: Rafael Cabañas de Paz
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2017-05-09
    Supervision: Andrés Cano Utrera, Manuel Gómez Olmedo
    Special mention: internacional
  • New data structures and algorithms for uncertainty treatment with probabilistic graphical models
    Author: Cora Beatriz Pérez Ariza
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2013-07-19
    Supervision: Andrés Cano Utrera, Manuel Gómez Olmedo, Antonio Salmerón Cerdán
    Special mention: internacional
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