José Manuel Benítez Sánchez

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-186

Contributions and research experience

Publications in ISI SCI

  • Multivariate Discretization Based on Evolutionary Cut Points Selection for Classification
    Author-s: Ramirez-Gallego, Sergio; Garcia, Salvador; Manuel Benitez, Jose; Herrera, Francisco
    Source: IEEE TRANSACTIONS ON CYBERNETICS 46 3 595 608 2016
  • On the stopping criteria for k-Nearest Neighbor in positive unlabeled time series classification problems
    Author-s: Gonzalez, Mabel; Bergmeir, Christoph; Triguero, Isaac; Rodriguez, Yanet; Benitez, Jose M.
    Source: INFORMATION SCIENCES 328 42 59 2016
  • Time Series Modeling and Forecasting Using Memetic Algorithms for Regime-Switching Models
    Author-s: Bergmeir, Christoph; Triguero, Isaac; Molina, Daniel; Luis Aznarte, Jose; Manuel Benitez, Jose
    Source: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 23 11 1841 1847 2012
  • Segmentation of cervical cell nuclei in high-resolution microscopic images: A new algorithm and a web-based software framework
    Author-s: Bergmeir, Christoph; Garcia Silvente, Miguel; Manuel Benitez, Jose
    Source: COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 107 3 497 512 2012
  • Special issue on "New Trends in Data Mining" NTDM
    Author-s: Benitez, J. M.; Garcia-Pedrajas, Nicolas; Herrera, Francisco
    Source: KNOWLEDGE-BASED SYSTEMS 25 1 1 2 2012
  • Neural Networks in R Using the Stuttgart Neural Network Simulator: RSNNS
    Author-s: Bergmeir, Christoph; Benitez, Jose M.
    Source: JOURNAL OF STATISTICAL SOFTWARE 46 7 1 26 2012
  • Guest editorial: special issue on "Intelligent Systems, Design and Applications (ISDA!2009)"
    Author-s: Manuel Benitez, Jose; Senatore, Sabrina; Abraham, Ajith
    Source: SOFT COMPUTING 15 10 1879 1880 2011
  • Empirical study of feature selection methods based on individual feature evaluation for classification problems
    Author-s: Arauzo-Azofra, Antonio; Aznarte, Jose Luis; Benitez, Jose M.
    Source: EXPERT SYSTEMS WITH APPLICATIONS 38 7 8170 8177 2011
  • A test for the homoscedasticity of the residuals in fuzzy rule-based forecasters
    Author-s: Aznarte, Jose Luis; Molina, Daniel; Sanchez, Ana M.; Benitez, Jose M.
    Source: APPLIED INTELLIGENCE 34 3 386 393 23rd International Conference on Industrial, Engin 2010 Cordoba, Cordoba 2011
  • Equivalences Between Neural-Autoregressive Time Series Models and Fuzzy Systems
    Author-s: Aznarte, Jose Luis; Manuel Benitez, Jose
    Source: IEEE TRANSACTIONS ON NEURAL NETWORKS 21 9 1434 1444 2010
  • TESTING FOR REMAINING AUTOCORRELATION OF THE RESIDUALS IN THE FRAMEWORK OF FUZZY RULE-BASED TIME SERIES MODELLING
    Author-s: Aznarte, Jose Luis; Medeiros, Marcelo C.; Benitez, Jose M.
    Source: INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS 18 4 371 387 2010
  • Linearity testing for fuzzy rule-based models
    Author-s: Luis Aznarte, Jose; Medeiros, Marcelo C.; Benitez, Jose M.
    Source: FUZZY SETS AND SYSTEMS 161 13 1836 1851 2010
  • Artificial neural network-based equation for estimating VO2max from the 20 m shuttle run test in adolescents
    Author-s: Ruiz, Jonatan R.; Ramirez-Lechuga, Jorge; Ortega, Francisco B.; Castro-Pinero, Jose; Benitez, Jose M.; Arauzo-Azofra, Antonio; Sanchez, Cristobal; Sjostrom, Michael; Castillo, Manuel J.; Gutierrez, Angel; Zabala, Mike
    Source: ARTIFICIAL INTELLIGENCE IN MEDICINE 44 3 233 245 2008
  • Consistency measures for feature selection
    Author-s: Arauzo-Azofra, Antonio; Manuel Benitez, Jose; Luis Castro, Juan
    Source: JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 30 3 273 292 2008
  • Use of Artificial Neural Network-based Equation for estimating VO2max in adolescents
    Author-s: Ramirez-Lechuga, Jorge; Ruiz, Jonatan R.; Ortega, Francisco B.; Benitez, Jose M.; Arauzo-Azofra, Antonio; Sanchez-Munoz, Cristobal; Sjoestroem, Michael; Castillo, Manuel J.; Gutierrez, Angel; Zabala, Mikel
    Source: MEDICINE AND SCIENCE IN SPORTS AND EXERCISE 40 5 197 197 2008
  • Interpretation of artificial neural networks by means of fuzzy rules
    Author-s: Castro, JL; Mantas, CJ; Benitez, JM
    Source: IEEE TRANSACTIONS ON NEURAL NETWORKS 13 1 101 116 2002
  • Neural networks with a continuous squashing function in the output are universal approximators
    Author-s: Castro, JL; Mantes, CJ; Benitez, JM
    Source: NEURAL NETWORKS 13 6 561 563 2000
  • Are artificial neural networks black boxes?
    Author-s: Benitez, JM; Castro, JL; Requena, I
    Source: IEEE TRANSACTIONS ON NEURAL NETWORKS 8 5 1156 1164 1997
  • Financial time series forecasting with a bio-inspired fuzzy model
    Author-s: Aznarte, Jose Luis; Alcala-Fdez, Jesus; Arauzo-Azofra, Antonio; Manuel Benitez, Jose
    Source: EXPERT SYSTEMS WITH APPLICATIONS 39 16 12302 12309 2012
  • On the use of cross-validation for time series predictor evaluation
    Author-s: Bergmeir, Christoph; Benitez, Jose M.
    Source: INFORMATION SCIENCES 191 192 213 2012
  • Smooth transition autoregressive models and fuzzy rule-based systems: Functional equivalence and consequences
    Author-s: Aznarte M., Jose Luis; Manuel Benitez, Jose; Luis Castro, Juan
    Source: FUZZY SETS AND SYSTEMS 158 24 2734 2745 2007
  • Data discretization: taxonomy and big data challenge
    Author-s: Ramirez-Gallego, Sergio; Garcia, Salvador; Mourino-Talin, Hector; Martinez-Rego, David; Bolon-Canedo, Veronica; Alonso-Betanzos, Amparo; Manuel Benitez, Jose; Herrera, Francisco
    Source: WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY 6 1 5 21 2016
  • FUZZY AUTOREGRESSIVE RULES: TOWARDS LINGUISTIC TIME SERIES MODELING
    Author-s: Luis Aznarte, Jose; Alcala-Fdez, Jesus; Arauzo, Antonio; Manuel Benitez, Jose
    Source: ECONOMETRIC REVIEWS 30 6 646 668 2011
  • Fuzzy control of HVAC systems optimized by genetic algorithms
    Author-s: Alcala, R; Benitez, JM; Casillas, J; Cordon, O; Perez, R
    Source: APPLIED INTELLIGENCE 18 2 155 177 2003

Conferences in ISI CPCI-Science

  • Optimization of Neuro-Coefficient Smooth Transition Autoregressive Models Using Differential Evolution
    Author-s: Bergmeir, Christoph; Triguero, Isaac; Velasco, Francisco; Manuel Benitez, Jose
    Source: HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, PT I 7208 464 473 7th International Conference on Hybrid Artificial MAR 28-30, 2012 Salamanca, Salamanca 2012
  • Testing for Heteroskedasticity of the Residuals in Fuzzy Rule-Based Models
    Author-s: Aznarte M, Jose Luis; Benitez, Jose M.
    Source: TRENDS IN APPLIED INTELLIGENT SYSTEMS, PT II, PROCEEDINGS 6097 239 246 23rd International Conference on Industrial, Engin JUN 01-04, 2010 Cordoba, Cordoba 2010
  • On the Use of Distributed Genetic Algorithms for the Tuning of Fuzzy Rule Based-Systems
    Author-s: Robles, Ignacio; Alcala, Rafael; Benitez, Jose M.; Herrera, Francisco
    Source: PARALLEL AND DISTRIBUTED COMPUTATIONAL INTELLIGENCE 269 235 261 2010
  • Segmentation of Cervical Cell Images using Mean-shift Filtering and Morphological Operators
    Author-s: Bergmeir, C.; Garcia Silvente, M.; Esquivias Lopez-Cuervo, J.; Benitez, J. M.
    Source: MEDICAL IMAGING 2010: IMAGE PROCESSING 7623 -1 -1 Conference on Medical Imaging 2010 - Image Process FEB 14-16, 2010 San Diego, San Diego 2010
  • On the identifiability of TSK additive fuzzy rule-based models
    Author-s: Aznarte, Jose Luis; Benitez, Jose Manuel
    Source: Soft Methods for Integrated Uncertainty Modelling 79 86 International Workshop on Soft Methods in Probabil SEP 05-07, 2006 Univ Bristol, Artificial Intelligence Grp, Univ Bristol, Artificial Intelligence Grp, Univ Bristol, 2006
  • Fuzzy pairwise multiclass support vector machines
    Author-s: Puche, J. M.; Benitez, J. M.; Castro, J. L.; Mantas, C. J.
    Source: MICAI 2006: Advances in Artificial Intelligence, Proceedings 4293 562 571 5th Mexican International Conference on Artificial NOV 13-17, 2006 Technol Inst Apizaco, Technol Inst Apizaco, Technol Inst Apizaco 2006
  • Asynchronously parallel Boltzmann machines mapped onto distributed-memory multiprocessors
    Author-s: Benitez, JM; Ortega, J; Requena, I
    Source: FROM NATURAL TO ARTIFICIAL NEURAL COMPUTATION 930 744 751 International Workshop on Artificial Neural Networ JUN 07-09, 1995 MALAGA-TORREMOLINOS, MALAGA-TORREMOLINOS 1995

Book chapters in ISI

  • Distributed Genetic Tuning of Fuzzy Rule-Based Systems
    Author-s: Robles, Ignacio; Alcala, Rafael; Manuel Benitez, Jose; Herrera, Francisco
    Source: PROCEEDINGS OF THE JOINT 2009 INTERNATIONAL FUZZY SYSTEMS ASSOCIATION WORLD CONGRESS AND 2009 EUROPE 1740 1744 Joint International-Fuzzy-Systems-Association Worl JUL 20-24, 2009 Lisbon, Lisbon 2009
  • Empirical Study of Individual Feature Evaluators and Cutting Criteria for Feature Selection in Classification
    Author-s: Arauzo-Azofra, Antonio; Aznarte M, Jose L.; Benitez, Jose M.
    Source: 2009 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS 541 546 9th International Conference on Intelligent System NOV 30-DEC 02, 2009 Univ Pisa, Univ Pisa, Univ Pisa 2009
  • C-FOCUS: A continuous extension of FOCUS
    Author-s: Arauzo, A; Benitez, JM; Castro, JL
    Source: ADVANCES IN SOFT COMPUTING: ENGINEERING DESIGN AND MANUFACTURING 225 232 7th Online World Conference on Soft Computing in I SEP 23-OCT 04, 2002 ELECTR NETWORK 2003
  • A neuro-fuzzy approach for feature selection
    Author-s: Benitez, JM; Castro, JL; Mantas, CJ; Rojas, F
    Source: JOINT 9TH IFSA WORLD CONGRESS AND 20TH NAFIPS INTERNATIONAL CONFERENCE, PROCEEDINGS, VOLS. 1-5 1003 1008 9th International-Fuzzy-Systems-Association World JUL 25-28, 2001 VANCOUVER, VANCOUVER 2001

European Projects

  • LIFE HUELLAS - LCA, environmental footprints and intelligent analysis for the rail infrastructure construction sector
    Principal Investigator: José Manuel Benítez Sánchez
    Reference: LIFE12 ENV/ES/000686
    Start date: 2013-10-01
    End date: 2017-03-31
    Research Group: TIC-186
    Amount to UGR: 84074.00
    Funding Agency: Comisión Europea - Investigación e Innovación
    Program: LIFE programme
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  • OPTIRAIL: Development of a Smart Framework based on Knowledge to Support Infrastructure Maintenance Decisions in Railway Corridors
    Description: In a context of wide use of transport, it is necessary to increase efficiency of the different transport modes as well as their interaction. To that effect, rail transport will play an important role in the future by increasing its capacity. Thus, it would be necessary to strength the competitiveness of railway ensuring a sustainable, efficient and safe service. In that sense, it is essential to improve the interoperability and safety of national networks in order to promote a single European Rail Market. Nevertheless, there are still several barriers to overcome as a consequence of the lack of a common definition of standards at European level. Within this framework, the main objective targeted by the OPTIRAIL project aims at developing a new tool, based on Fuzzy and Computational Intelligence techniques and validated through two case studies, that will enable the better cross-border coordination for decision making of railway infrastructure maintenance across the European railway corridors. In order to be able to achieve the exposed objective, the project Consortium is comprised of a well-balanced group of 9 partners from 6 European countries with complementary skills and expertise, including all the necessary profiles to deal with the scheduled project work plan. Furthermore, non-participant railway administrators have shown their interest and commitment to the project. This interdisciplinary group of the railway managers, railway suppliers, software & embedded systems developers, and technological R&D centres are strongly committed to efficiently coordinate their resources over the 36 months duration of the project in order to be able to reach all expected project outcomes.
    Principal Investigator: José Manuel Benítez Sánchez
    Participants: Socios: Vías y Construcciones, S.A. (ES) FUNDACION CARTIF (ES) LULEA TEKNISKA UNIVERSITET (SE) UGR (ES) OSTFALIA (DE) STIFTELSE SINTEF (NO) MER MEC SPA (IT) EVOLEO TECHNOLOGIES LDA (PT) ADIF (ES)
    Reference: FP7-SST-2012-RTD-314031
    Start date: 2013-10-01
    End date: 2015-09-30
    Research Group: TIC-186
    Amount to UGR: 317000.00
    Funding Agency: Comisión Europea - Investigación e Innovación
    Program: Séptimo Programa Marco. 7th European Framework Programme.
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National Projects

  • Un enfoque integral basado en computación flexible para el análisis y modelado de series temporales
    Principal Investigator: José Manuel Benítez Sánchez
    Reference: TIN2013-47210-P
    Start date: 2014-01-01
    End date: 2016-12-31
    Research Group: TIC-186
    Amount to UGR: 46645.50
    Funding Agency: Ministerio de Economía y Competitividad
    Program: Programa Estatal de Fomento de la Investigación Científica y Técnica de Excelencia. Subpograma Estatal de Generación de Conocimiento
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  • GEOMAF: GESTIÓN DE MANTENIMIENTO DE INFRAESTRUCTURAS FERROVIARIAS
    Principal Investigator: José Manuel Benítez Sánchez
    Reference: IPT-2011-1656-370000
    Start date: 2011-01-07
    End date: 2013-12-31
    Research Group: TIC-186
    Amount to UGR: 123732.00
    Funding Agency: Ministerio de Ciencia e Innovación
    Program: Proyectos nacionales de investigación (MICINN)
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  • CONSERVACIÓN DE INFRAESTRUCTURAS BASADA EN INTELIGENCIA COMPUTACIONAL: CIBIC
    Principal Investigator: José Manuel Benítez Sánchez
    Reference: CIT-460000-2009-46
    Start date: 2009-01-01
    End date: 2010-12-31
    Research Group: TIC-186
    Amount to UGR: 92209.00
    Funding Agency: Ministerio de Ciencia e Innovación
    Program: Proyectos nacionales de investigación (MICINN)
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Local Projects

  • Minería de Datos en Cloud Computing para e-Learning
    Principal Investigator: José Manuel Benítez Sánchez
    Reference: 20F12/40
    Start date: 2012-01-01
    End date: 2012-12-31
    Research Group: TIC-186
    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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Regional Projects

  • Minería de datos en cloud computing
    Principal Investigator: José Manuel Benítez Sánchez
    Reference: P12-TIC-2958
    Start date: 2014-01-30
    End date: 2019-02-16
    Research Group: TIC-186
    Amount to UGR: 166697.50
    Funding Agency: Consejería de Economía, Innovación y Ciencia, J.A.
    Program: Proyectos de Excelencia: Proyectos motrices
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Research Contracts through OTRI

  • OTRI-3056
    Principal Investigator: José Manuel Benítez Sánchez, Francisco Herrera Triguero
    Start date: 2011-12-01
    End date: 2013-11-30
    Research Group: TIC-186
    Company: INDRA SoftLabs
  • OTRI-2845
    Principal Investigator: José Manuel Benítez Sánchez, Francisco Herrera Triguero
    Start date: 2011-07-10
    End date: 2013-10-10
    Research Group: TIC-186
    Company: INCITA

Research Contracts through the UGR Fundation

  • C-3871-00
    Principal Investigator: José Manuel Benítez Sánchez, Francisco Herrera Triguero
    Start date: 2013-10-01
    End date: 2014-03-31
    Research Group: TIC-186
    Company: Granada La Palma, S.C.A.

Doctoral Dissertations supervised

  • Clasificación semi-supervisada de series temporales
    Author: Mabel González Castellanos
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2016-11-25
    Supervision: José Manuel Benítez Sánchez
  • Minería de datos en computación de altas prestaciones para identificación en base a huellas dactilares
    Author: Daniel Peralta Cámara
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2016-09-26
    Supervision: Francisco Herrera Triguero, José Manuel Benítez Sánchez
    Special mention: internacional
  • Data Science and Big Data Processing in R: Representations and Software
    Author: Lala Septem Riza
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2015-07-17
    Supervision: José Manuel Benítez Sánchez, Francisco Herrera Triguero
  • New Approaches in Time Series Forecasting: Methods, Software, and Evaluation Procedures
    Author: Christoph Norbert Bergmeir
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2013-03-15
    Supervision: José Manuel Benítez Sánchez
    Special mention: internacional
  • Modelling Time Series Through Fuzzy Rule-Based Models: A Statistical Approach
    Author: José Luis Aznarte Mellado
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2008-10-17
    Supervision: José Manuel Benítez Sánchez
    Special mention: europea
  • Un Sistema Inteligente para la Selección de Características en Clasificación
    Author: Antonio Arauzo Azofra
    Institution: Ciencias de la Computación e Inteligencia Artificial (UGR),
    Dissertation date: 2006-12-18
    Supervision: José Manuel Benítez Sánchez
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