Fernando Berzal Galiano

Administrative data

Full member researcher

  • Position in UGR: Associate professor
    Department where s/he teaches: Ciencias de la Computación e Inteligencia Artificial
    Research group: TIC-174

Contributions and research experience

Publications in ISI SCI

  • A Survey of Link Prediction in Complex Networks
    Author-s: Martinez, Victor; Berzal, Fernando; Cubero, Juan-Carlos
    Source: ACM COMPUTING SURVEYS 49 4 0 0 2017
  • Mining frequent patterns from XML data: Efficient algorithms and design trade-offs
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: EXPERT SYSTEMS WITH APPLICATIONS 39 1 1134 1140 2012
  • Using trees to mine multirelational databases
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: DATA MINING AND KNOWLEDGE DISCOVERY 24 1 1 39 2012
  • Mining transposed motifs in music
    Author-s: Jimenez, Aida; Molina-Solana, Miguel; Berzal, Fernando; Fajardo, Waldo
    Source: JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 36 1 99 115 2011
  • TMiner aspects: Crosscutting concerns in the TMiner component-based data mining framework
    Author-s: Berzal, Fernando; Cortijo, Francisco J.; Jimenez, Aida
    Source: EXPERT SYSTEMS WITH APPLICATIONS 37 9 6675 6681 2010
  • POTMiner: mining ordered, unordered, and partially-ordered trees
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: KNOWLEDGE AND INFORMATION SYSTEMS 23 2 199 224 2010
  • The design and use of the TMiner component-based data mining framework
    Author-s: Berzal, Fernando; Cubero, Juan-Carlos; Jimenez, Aida
    Source: EXPERT SYSTEMS WITH APPLICATIONS 36 4 7882 7887 2009
  • An alternative approach to discover gradual dependencies
    Author-s: Berzal, F.; Cubero, J. C.; Sanchez, D.; Vila, M. A.
    Source: INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS 15 5 559 570 2007
  • Managing fuzziness on conventional object-oriented platforms
    Author-s: Berzal, F.; Marin, N.; Pons, O.; Vila, M. A.
    Source: INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS 22 7 781 803 2007
  • A general framework for computing with words in object-oriented programming
    Author-s: Berzal, F.; Cubero, J. C.; Marin, N.; Vila, M. A.; Kacprzyk, J.; Zadrozny, S.
    Source: INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS 15 1 111 131 2007
  • Intelligent Data Mining - Guest editors! introduction
    Author-s: Berzal, Fernando; Cubero, Juan-Carlos
    Source: DATA & KNOWLEDGE ENGINEERING 60 1 1 4 2007
  • Development of applications with fuzzy objects in modern programming platforms
    Author-s: Berzal, F; Marin, N; Pons, O; Vila, MA
    Source: INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS 20 11 1117 1136 2005
  • A definition for fuzzy approximate dependencies
    Author-s: Berzal, F; Blanco, I; Sanchez, D; Serrano, JM; Vila, MA
    Source: FUZZY SETS AND SYSTEMS 149 1 105 129 2005
  • Building multi-way decision trees with numerical attributes
    Author-s: Berzal, F; Cubero, JC; Marin, N; Sanchez, D
    Source: INFORMATION SCIENCES 165 1-2 73 90 2004
  • ART: A hybrid classification model
    Author-s: Berzal, F; Cubero, JC; Sanchez, D; Serrano, JM
    Source: MACHINE LEARNING 54 1 67 92 2004
  • On the quest for easy-to-understand splitting rules
    Author-s: Berzal, F; Cubero, JC; Cuenca, F; Martin-Bautista, MJ
    Source: DATA & KNOWLEDGE ENGINEERING 44 1 31 48 2003
  • Component-based data mining frameworks
    Author-s: Berzal, F; Blanco, I; Cubero, JC; Marin, N
    Source: COMMUNICATIONS OF THE ACM 45 12 97 100 2002
  • Relational decomposition through partial functional dependencies
    Author-s: Berzal, F; Cubero, JC; Cuenca, F; Medina, JM
    Source: DATA & KNOWLEDGE ENGINEERING 43 2 207 234 2002
  • TBAR: An efficient method for association rule mining in relational databases
    Author-s: Berzal, F; Cubero, JC; Marin, N; Serrano, JM
    Source: DATA & KNOWLEDGE ENGINEERING 37 1 47 64 2001
  • Interestingness measures for association rules within groups
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: INTELLIGENT DATA ANALYSIS 17 2 195 215 2013
  • Frequent tree pattern mining: A survey
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: INTELLIGENT DATA ANALYSIS 14 6 603 622 2010
  • Lazy types: Automating dynamic strategy selection
    Author-s: Berzal, F; Cubero, JC; Marin, N; Vila, MA
    Source: IEEE SOFTWARE 22 5 98 -1 2005

Conferences in ISI CPCI-Science

  • A Language Specification Tool for Model-Based Parsing
    Author-s: Quesada, Luis; Berzal, Fernando; Cubero, Juan-Carlos
    Source: INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2011 6936 50 57 12th International Conference on Intelligent Data SEP 07-09, 2011 Univ E Anglia, Univ E Anglia, Univ E Anglia 2011
  • Mining Patterns from Longitudinal Studies
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: ADVANCED DATA MINING AND APPLICATIONS, PT II 7121 166 179 7th International Conference on Advanced Data Mini DEC 17-19, 2011 Beijing, Beijing 2011
  • Interestingness Measures for Association Rules within Groups
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS: THEORY AND METHODS, 80 298 307 13th International Conference on Information Proce JUN 28-JUL 02, 2010 Dortmund, Dortmund 2010
  • Frequent Itemset Mining in Multirelational Databases
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: FOUNDATIONS OF INTELLIGENT SYSTEMS, PROCEEDINGS 5722 15 24 18th International Symposium on Methodologies for SEP 14-17, 2009 Univ Econ, Univ Econ, Univ Econ 2009
  • Mining Musical Patterns: Identification of Transposed Motives
    Author-s: Berzal, Fernando; Fajardo, Waldo; Jimenez, Aida; Molina-Solana, Miguel
    Source: FOUNDATIONS OF INTELLIGENT SYSTEMS, PROCEEDINGS 5722 271 280 18th International Symposium on Methodologies for SEP 14-17, 2009 Univ Econ, Univ Econ, Univ Econ 2009
  • Class-oriented reduction of decision tree complexity
    Author-s: Polo, Jose-Luis; Berzal, Fernando; Cubero, Juan-Carlos
    Source: FOUNDATIONS OF INTELLIGENT SYSTEMS, PROCEEDINGS 4994 48 57 17th International Symposium on Metodologies for I MAY 20-23, 2008 York Univ, York Univ, York Univ 2008
  • Mining induced and embedded subtrees in ordered, unordered, and partially-ordered trees
    Author-s: Jimenez, Aida; Berzal, Fernando; Cubero, Juan-Carlos
    Source: FOUNDATIONS OF INTELLIGENT SYSTEMS, PROCEEDINGS 4994 111 120 17th International Symposium on Metodologies for I MAY 20-23, 2008 York Univ, York Univ, York Univ 2008
  • Hierarchical program representation for program element matching
    Author-s: Berzal, Fernando; Cubero, Juan-Carlos; Jimenez, Aida
    Source: INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2007 4881 467 476 8th International Conference on Intelligent Data E DEC 16-19, 2007 Birmingham, Birmingham 2007
  • Taking class importance into account
    Author-s: Polo, Jose-Luis; Berzal, Fernando; Cubero, Juan-Carlos
    Source: ADVANCES IN HYBRID INFORMATION TECHNOLOGY 4413 1 10 1st International Conference on Hybrid Information NOV 09-11, 2006 Cheju Isl, Cheju Isl 2007
  • Data integration using Lazy types
    Author-s: Berzal, Fernando; Cubero, Juan-Carlos; Marin, Nicolas; Vila, Maria Amparo
    Source: ADVANCES IN HYBRID INFORMATION TECHNOLOGY 4413 42 50 1st International Conference on Hybrid Information NOV 09-11, 2006 Cheju Isl, Cheju Isl 2007
  • An overview of alternative rule evaluation criteria and their use in separate-and-conquer classifiers
    Author-s: Berzal, Fernando; Cubero, Juan-Carlos; Marin, Nicolis; Polo, Jose-Luis
    Source: FOUNDATIONS OF INTELLIGENT SYSTEMS, PROCEEDINGS 4203 591 600 16th International Symposium on Methodologies for SEP 27-29, 2006 Bari, Bari 2006
  • Fuzzy object-oriented modelling with metadata attributes in C-#
    Author-s: Berzal, F; Cubero, JC; Marin, N; Pons, O
    Source: Computational Intelligence, Theory and Applications 253 262 8th Fuzzy Day International Conference on Computat SEP 29-OCT 01, 2004 Dortmund, Dortmund 2005
  • Puzzy types: A first step towards lazy types in the .NET framework
    Author-s: Berzal, F; Cubero, JC; Marin, N; Vila, MA
    Source: Computational Intelligence, Theory and Applications 413 418 8th Fuzzy Day International Conference on Computat SEP 29-OCT 01, 2004 Dortmund, Dortmund 2005
  • Enabling fuzzy object comparison in modern programming platforms through reflection
    Author-s: Berzal, F; Cubero, JC; Marin, N; Pons, O
    Source: FUZZY SETS AND SYSTEMS - IFSA 2003, PROCEEDINGS 2715 660 667 10th International-Fuzzy-Systems-Association World JUN 30-JUL 02, 2003 ISTANBUL, ISTANBUL 2003
  • Numerical attributes in decision trees: A hierarchical approach
    Author-s: Berzal, F; Cubero, JC; Marin, N; Sanchez, D
    Source: ADVANCES IN INTELLIGENT DATA ANALYSIS V 2810 198 207 5th International Symposium on Intelligent Data An AUG 28-30, 2003 BERLIN, BERLIN 2003

Book chapters in ISI

  • Notes on the architectural design of TMiner - Design and use of a component-based data mining framework
    Author-s: Berzal, Fernando; Cubero, Juan-Carlos; Jimenez, Aida
    Source: ICSOFT 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VO 98 103 3rd International Conference on Software and Data JUL 05-08, 2008 Oporto, Oporto 2008
  • Fine-grained performance evaluation and monitoring using aspects - A case study on the development of data mining techniques
    Author-s: Berzal, Fernando; Cubero, Juan-Carlos; Jimenez, Aida
    Source: ICSOFT 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VO 259 262 3rd International Conference on Software and Data JUL 05-08, 2008 Oporto, Oporto 2008
  • Model-driven development using standard tools
    Author-s: Garrido, Julian; Angeles Martos, M.; Berzal, Fernando
    Source: ICEIS 2007: PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS 433 436 9th International Conference on Enterprise Informa JUN 12-16, 2007 Funchal, Funchal 2007
  • Taking class importance into account
    Author-s: Polo, Jose-Luis; Berzal, Fernando; Cubero, Juan-Carlos
    Source: 2006 International Conference on Hybrid Information Technology, Vol 1, Proceedings 1 6 1st International Conference on Hybrid Information NOV 09-11, 2006 Cheju Isl, Cheju Isl 2006

National Projects

  • NOESIS: Network-Oriented Exploration, Simulation, and Induction System
    Principal Investigator: Fernando Berzal Galiano
    Reference: TIN2012-36951
    Start date: 2013-02-01
    End date: 2016-01-31
    Research Group: TIC-174
    Amount to UGR: 19656.00
    Funding Agency: Ministerio de Economía y Competitividad
    Program: Proyectos nacionales de investigación (MINECO)
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Doctoral Dissertations supervised

  • Knowledge Discovery in non-linear Structures
    Author: Aída Ángela Jiménez Moscoso del Prado
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2011-03-15
    Supervision: Fernando Berzal Galiano, Juan Carlos Cubero Talavera
    Special mention: europea

Research visits

  • UNIVERSITY OF ILLINOIS AT URBANA-CHAMPAIGN
    Visiting researcher: Berzal Galiano, Fernando
    Research group: TIC-174
    Place: URBANA, IL; ESTADOS UNIDOS DE AMERICA
    Start date: 2004-03-26
    End date: 2004-07-14
    Visiting category: INV
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