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Journal Papers and Conference Proceedings

2002

J. Solé i Casals, R. Martin-Clemente, F. Rojas, C.G. Puntonet, J.M. Górriz, A. Prieto: "Competitive Learning, Simulated Annealing and Genetic Algorithms for the Separation of Sources". Learning'02: Advances in Multimedia Communication, Inf. Proc. and Education. Universidad Carlos III. Leganés (España). pp. 88-93. Universidad Carlos III. 23-25 October 2002 ISBN 84-89315-27-2
F. Rojas, C.G. Puntonet, R. Martin-Clemente, J.M Górriz.: "Maximum Entropy and Genetic Algorithms for Source Separation". 22nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering Moscow, Idaho (USA), MaxEnt02 Aug 2002
J.J. González, M. Sanmartín, F.J. González y J.M. Górriz. “Frecuencímetro Virtual de Precisión Máxima Automática. Diseño y Ancho de Banda” Mundo Electrónico. ISSN: 0300-3787 pp 48-52 Cetisa editores, S.A. Barcelona. España. Abr. 2002.

2003

R Brederlow, S. Briole, H Klauk, M. Halik, U. Zschieschang, G. Schmid, J.M. Górriz, C. Pacha, R. Thewes, W. Weber. “Evaluation of the performance Potential of Organic TFT Circuits” IEEE SSCC 2003 /Session 21/paper 21.6. ISBN 0-7803-7707-9/03, pp 378 - 500 San Francisco CA. Feb. 2003.
J.J. González, J.M Górriz y Alexander Frey. “Instrumento Electrónico para el Análisis de Componentes Independientes Aplicado a la Separación de Señales” Mundo Electrónico. ISSN: 0300-3787 pp 46-49 Cetisa editores, S.A. Barcelona. España. Feb. 2003.
J.M. Górriz, J.J de la Rosa, C.G. Puntonet, M. Salmerón.”Nuevo Modelo de Predicción usando RBFs e Información Exógena” II Jornadas de Avances Científicos en Ingeniería Industrial y Civil ACIIC - SACIE'2003. Algeciras, España May 2003. Dep.Leg. CA-346/2003.
J.J. González, J.M. Górriz, S. Bouaud, y D. Ayora. “Calibración de Osciladores Electrónicos Mediante Promediado Dinámico del Desfase con Receptor GPS y Evaluación de la Incertidumbre” II Jornadas de Avances Científicos en Ingeniería Industrial y Civil ACIIC - SACIE'2003. Algeciras, España May. 2003. Dep.Leg. CA-346/2003.
J.M. Górriz, C.G. Puntonet, Julio Ortega, M. Salmerón. “New method for filtered ICA signals applied to volatile time series” Lecture Notes in Computer Science Vol 2687 / 2003, Springer pp. 433-440 ISSN: 0302-9743.
J.M. Górriz, C.G. Puntonet, J.J. de la Rosa, M. Salmerón. “Modelo de Predicción de Series mediante redes neuronales e Información Exógena”. Conferencia Iberoamericana en Sistemas, Cibernética e Informática CISCI 2003. Orlando, USA. Jul. 2003.
J.M. Górriz, C.G. Puntonet, J.J. de la Rosa, M. Salmerón. “New Model for Time Series Forecasting using rbfs and Exogenous Information” IEEE Conference on Intelligent Systems Design and Applications ISDA 2003. Tulsa, USA. pp 226-230 Aug. 2003.
J.M. Górriz, C.G. Puntonet, E. Lang, M. Salmerón. “Hybrid ICA-ANN model applied to volatile time series forecasting” The International Association of Science and Technology for Development on Signal and Image Processing 5th IASTED SIP Honolulu, Hawaii Ago. 2003.
J.M. Górriz, C.G. Puntonet, M. Salmerón, E. Lang. “Time Series Prediction using ICA algorithms”. Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications IDAACS 2003. Lviv, Ukraine. Sep. 2003.
J.M. Górriz, C.G. Puntonet, M. Salmerón, E. Lang. “Time Series Prediction using ICA algorithms vs. Parallel Neural Networks” The International Association of Science and Technology for Development on Artificial Intelligence and Applications 3rd IASTED AIA. Benalmádena, Spain Sep 2003.
J.M. Górriz, C.G. Puntonet, M. Salmerón, Julio Ortega. “Modelling Time Series with Exogenous Information”. The International Association of Science and Technology for Development on Artificial Intelligence and Applications 3rd IASTED AIA. Benalmádena, Spain Sep 2003.
J.M. Górriz, C.G. Puntonet, M. Aldasht, M. Salmerón, Miguel Damas. “Neural AR prediction Model using Exogenous Information implemented in parallel programming languages”. XIV Jornadas de Paralelismo. Leganés, Spain. Sep. 2003.
J.M. Górriz, C.G. Puntonet, M. Aldasht, M. Salmerón. “Prediction Model using Exogenous Information implemented in PVM”. 15th IASTED International Conference Paralell and Distributed Computing and Systems PDCS 2003 November 3-5, 2003 Marina del Rey, CA, USA.
J.M. Górriz, C.G. Puntonet, M. Salmerón. “Improving Learning Machines with Optimization Strategies”, International Conference on Numerical Methods in Imaging Science and Information Processing, IMS program on Mathematics and Computation in Imaging Science and Information Processing Singapore, Dec 2003.
J.M. Górriz. “Hybrid algorithms for time series modelling using ICA-AR techniques”. Ph Thesis (in Spanish-English) University of Cádiz. Dec 2003. http://wwwlib.umi.com/cr/uca/main.
J.M. Górriz, C.G. Puntonet, M. Salmerón, and E. Lang. “Time Series Prediction Using ICA Algorithms”. Computing, International Scientific Journal ISSN 1727-6209, 2003, Vol.2, Issue 2. pp. 69-75.

2004

J.M. Górriz, C. G. Puntonet, M. Salmerón, Julio Ortega, Mohammed Aldasht. “Time series Forecasting based on Parallel Neural Network”. In: Engineering of Intelligent Systems EIS'2004 [CD-ROM]. Wetaskiwin: ICSC Academic Press, Madeira, Portugal. Feb. 2004, ISBN 3-906454-35-5.
J.M. Górriz, C. G. Puntonet, M. Salmerón, R. Martín-Clemente. “Parallelization of Time Series Forecasting Model” 12th IEEE Conference on Parallel, Distributed and Network based Processing (Euromicro) PDP 2004 pp 103-112. A Coruña, Spain. Feb. 2004.
J.M. Górriz, C. G. Puntonet, M. Salmerón, F. Rojas. “Time Series Prediction using ICA algorithms and VC theory”. The International Association of Science and Technology for Development on Artificial Intelligence and Applications IASTED AIA2004. Innsbruck, Austria Feb. 2004.
J.M. Górriz, C. G. Puntonet, M. Salmerón. “Processing Time Series with ICA and Savitzky-Golay Filtering”. The International Association of Science and Technology for Development on Neural Networks and Computational Intelligence IASTED NCI 2004. Grindelwald, Switzerland Feb. 2004.
J.M. Górriz, C.G. Puntonet, M. Salmerón, “Modelo de Aprendizaje Estadístico para el Análisis de Series Temporales en tiempo real usando el análisis en componentes independientes”. Monografía 376 pp. ISBN- 84-688-5900-1. Registro Legal Gr-441-2004.
J.M. Górriz, C. G. Puntonet, M. Salmerón, R Martin-Clemente, S. Hornillo-Mellado, J. Ortega. “On line support vector machines and optimization strategies”. 12th European Symposium on Artificial Neural Networks. ESANN 2004 pp 121-126 ISBN 2-930307-04-8, Bruges (Belgium) 28-30 April 2004
J.M. Górriz, C. G. Puntonet, M. Salmerón. “A Comparison between Exogenous Methods for Time Series Prediction”. IEEE The 5th International Conference on Information Technology: Coding and Computing ITCC 2004. Nevada, USA Apr. 2004.
J.M. Górriz, C.G. Puntonet, M. Salmerón, R Martín-Clemente, S. Hornillo-Mellado. “Using confidence Interval of a Regularization Network”. IEEE Melecon 2004. ISBN: 0-7803-827 1-4 pp 343-346 Dubrovnik, Croatia. May. 2004.
C.G. Puntonet, J.M. Górriz, M. Salmerón, J.C. Méndez, S. Nassabay y M.J. Cazalla. “Herramienta Gráfica para Separación Ciega de Señales” Mundo Electrónico. ISSN: 0300-3787 pp 50-55 Cetisa editores, S.A. Barcelona. España. Jun. 2004.
J.M. Górriz, C. G. Puntonet, M. Salmerón. “On line Algorithm for Time Series Prediction based on Support Vector Machine Philosophy”. Lecture notes in Computer Science. ISSN: 0302-9743 Vol 3037 / 2004 ISBN: 3-540-22115-8 DOI: 10.1007/b97988 pp. 50 - 57
J.M. Górriz, C. G. Puntonet, M. Salmerón, I. Rojas, and R. Martin-Clemente “Genetic Algorithms in Parallel Neural Networks”, IEEE World Automation Congress WAC 2004. pp 7-12 Seville, Spain. Jun 2004.
J.M. Górriz, C. G. Puntonet, M. Salmerón, J.J. de la Rosa. “New Model for Time Series Forecasting using rbfs and Exogenous Data” Neural Computing and Applications Journal, Vol 13 num 2. ISSN 0941-0643 pp 101-111 Jun. 2004.
J.M. Górriz, C.G. Puntonet, M. Salmerón. “Hybrid Techniques for improving ICA algorithms”. IASTED International Conference on Applied Simulation and Modelling (ASM) June, 2004, in Rhodes, Greece.
J.M. Górriz, C.G. Puntonet, J.C. Méndez, M. Salmerón y M.J Cazalla. “Implementación en Matlab de los Algoritmos de separación de señales (ICA) basados en el análisis de componentes Independientes: Icatoolbox2.0”. TAEE 2004 Valencia, Spain. Jul 2004.
J.M. Górriz, C.G. Puntonet. “Genetic Algorithms for Solving SVM-ICA”. Twenty-fourth International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering MaxEnt04. pp 371-378 ISBN: 0-7354-0217-5 Munich, Germany, Jul 2004.
J.M. Górriz, C.G. Puntonet, M. Salmerón. “Parallel Genetic Search for ICA using orthogonal techniques”. International Conference on Computing, Communications and Control Technologies: CCCT'04 The University of Texas, Austin Aug 2004.
J.M. Górriz, J.C. Méndez, C.G. Puntonet, M.Salmerón, M.J. Cazalla. “ICATOOLBOX2.0: A Matlab implementation of independent component analysis algorithms” The International Association of Science and Technology Conference on Modelling, Simulation and Optimization 4th IASTED MSO. Kauai, Hawaii USA Aug 2004.
J.M. Górriz, C.G. Puntonet. “Improving ICA algorithms applied to Predicting Stock Returns” 1st International Conference on E-business and Telecommunication Networks. ICETE 2004, pp 351-355 ISBN 972-8865-15-5 Setubal Portugal Aug. 2004.
J.M. Górriz, C.G. Puntonet and M. Salmerón. “Processing Techniques for Improving Regularization Networks”. Intelligent Systems Design and Applications ISDA 2004. ISBN 9637154299, Budapest, Hungary. Aug. 2004.
J. J. González, J.M. Górriz, C. G. Puntonet and I. Lloret. “An Application of HOS and ICA to Detect and Characterize Noisy Signals Generated by Termites”. Intelligent Systems Design and Applications ISDA 2004. ISBN 9637154299, Budapest, Hungarian. Aug. 2004.
J.J. González, C.G. Puntonet, J.M. Górriz, Isidro Lloret, “An Application of the Independent Component Analysis to Monitor Acoustic Emission Signals Generated by Termite Activity in Wood”. The 1st International Conference on Informatics in Control, Automation and Robotics ICINCO2004. Ed. INSTICC Press ISBN: 972-8865-12-0 Setubal, Portugal. Aug. 2004.
J.M. Górriz, C.G. Puntonet, E. Lang. “Hybrid SOM-SVM algorithm for real time series forecasting”. The 1st International Conference on Informatics in Control, Automation and Robotics ICINCO2004. Ed INSTICC Press ISBN: 972-8865-12-0 Setubal, Portugal. Aug. 2004.
J.M. Górriz, C.G. Puntonet, M. Salmerón, F. Rojas “Hybridizing Genetic Algorithms with ICA in higher dimension”. Lecture Notes in Computer Science. Vol 3195 Springer 2004, pp 414-421 ISSN: 0302-9743 ISBN 3-540-23056-4
J.J. González, C.G. Puntonet, J.M. Górriz, Isidro Lloret, “An Application of ICA to Identify Vibratory Low-Level Signals Generated by Termite”. Lecture Notes in Computer Science. Vol 3195 Springer 2004, pp 1126-1133 ISSN: 0302-9743 ISBN 3-540-23056-4
F. Rojas, C.G. Puntonet, I. Rojas, M. Rodríguez-Álvarez, J.M. Górriz, “Plugging an histogram-based contrast function on a genetic algorithm for solving PostNonLinear-BSS”. Lecture Notes in Computer Science. Vol 3195 Springer 2004, pp 758-765 ISSN: 0302-9743 ISBN 3-540-23056-4
S. Hornillo-Mellado, C.G. Puntonet, R. Martín-Clemente, M. Rodríguez-Álvarez, J.M. Górriz: "Characterization of the Sources in Convolutive Mixtures: A Cumulant-Based Approach." Lecture Notes in Computer Science. Vol 3195 Springer 2004, pp 586-593 ISSN: 0302-9743 ISBN 3-540-23056-4
C.G. Puntonet, J.M. Górriz, M. Salmerón, S. Hornillo-Mellado “Theoretical Method for solving BSS-ICA using SVM”. Lecture Notes in Computer Science. Vol 3195 Springer 2004, pp 256-262 ISSN: 0302-9743 ISBN 3-540-23056-4.
J.M. Górriz, C.G. Puntonet, M. Salmerón. “Meta-Heurística para la Optimización del Procesamiento de Señales”. XIX Simposium Nacional de la Unión Científica Internacional de Radio URSI 2004. ISBN 84-688-7736-0 Barcelona Sep. 2004
M. Salmerón, C.G. Puntonet, J. Ortega, J.M. Górriz. “Parallel Implementation of Matrix Techniques”. 17th International Conference on Parallel and Distributed Computing Systems PDCS-2004 IASTED. ISSN 1027-2658 ISBN: 0-88986-421-7. MIT Cambridge USA Sep 2004.
J.M. Górriz, C.G. Puntonet. “A Genetic Algorithm for solving BSS-ICA”. 9th Online World Conference on Soft Computing in Industrial Applications WSC9 2004. Applied Soft Computing Technologies: The Challenge of Complexity Book Editors: A. Abraham, B. De Baets, M. Köppen and B. Nickolay ISBN 3-540-31649-3, 2006 XXXIII, 840 pages. Sep-Oct. 2004.
J.J. González, C.G. Puntonet, I. Lloret, J.M. Górriz. “Higher Order Statistics to Detect and Characterize Termite Emissions”. IEE Electronic Letters Journal Vol 40 n° 20 Sep 2004. ISSN: 0013-5194
J.M.Górriz, C.G.Puntonet, M. Salmerón, E. Lang “Meta-Heuristics Hybridizing Independent Component Analysis with Genetic Algorithms”. The 11th IEEE International Conference on Electronics, Circuits and Systems (ICECS2004) ISBN: 0-7803-8715-5 pp 523-526 Tel Aviv, Israel Dic. 2004.
J.M.Górriz, “Hybrid Algorithms for Time Series Modelling Using AR-ICA Techniques””. IEEE Instrumentation and Measurement Magazine. New dissertations. Vol 7 num 4 pp. 71 ISSN: 1094-6969, Dec. 2004.

2005

J.M. Górriz, C.G. Puntonet, R. Martin Clemente: “Convergence of Genetic Algorithms for Blind Source Separation”. International conference on Automation, Control and Instrumentation, (IADAT 2005) Bilbao, Spain, Feb 2005.
J.M. Górriz, C.G. Puntonet: “GA-ICA Algorithms applied to Image Processing”. The Fourth IEEE International Workshop on Soft Computing as Trans-disciplinary Science and Technology (WSTST 2005), pp 1269-1277. ISBN-10 3-540-25055-7 May 25-27, Muroran, Japan. 2005.
J.M. Górriz, J.C. Segura, C.G. Puntonet, M. Salmerón: “A Survey of Forecasting Pre-processing Techniques using RNs”. Computational Intelligence in Data mining Special Issue of the Informatica Journal. Vol 29 nº 1 pp 13-32 2005. ISSN: 0350-5596
J.M. Górriz, C.G. Puntonet, A.M. Gómez, O. Pernía: “Guided GA-ICA algorithms”. Lecture Notes in Computer Science. Vol 3496 Springer 2005, pp 943-948 ISBN 3-540-25912-0 ISSN: 0302-9743.
J.M. Górriz, C.G. Puntonet, J.D. Morales, J.J.G. de la Rosa: “Simulated Annealing based GA using injective contrast functions for BSS”. Lecture Notes in Computer Science. Vol 3514 Springer 2005, pp 585-592 ISBN 3-540-26032-3 ISSN: 0302-9743.
J.J.G. de la Rosa, C.G. Puntonet, I. Lloret, J.M. Górriz: “Wavelets and Wavelet Packets Applied to Termite Detection”. Lecture Notes in Computer Science. Vol 3514 Springer 2005, pp 900-907 ISBN 3-540-26032-3 ISSN: 0302-9743.
J.M. Górriz, C.G. Puntonet, J. Ramírez , J.C. Segura. “Statistical Test for Voice Activity Detection”. An ISCA Tutorial and Research Workshop on NON-LINEAR SPEECH PROCESSING (NOLISP 2005) Barcelona, 19-22 April, 2005
J.J. G. de la Rosa, I. Lloret, C.G. Puntonet, J.M. Górriz. “Detección Electrónica de Termitas”. www.andaluciainvestiga.com y www.ratri.es http://www.andaluciainvestiga.com/espanol/noticias/7/termitas_1103.asp; http://www.ratri.es/htm/noticia_detalle.php?IdNoticia=2213 20 April, 2005
C. G. Puntonet, J.J. Gonzalez de la Rosa, I. Lloret Galiana, J.M. Górriz: “Wavelets Transforms applied to Termite Detection”. 7th International Conference on Enterprise Information Systems ICEIS-2005. ISBN 972-8865-19-8 pp 163-167 Miami USA 24-28 May, 2005.
J.M. Górriz, J. Ramirez, J.C. Segura, S. Hornillo. “Voice Activity Detection based on Higher Order Statistics”. Lecture Notes in Computer Science. Vol 3512 Springer 2005, pp 837-844 ISSN: 0302-9743 ISBN 3-540-26208-3.
S. Hornillo, R Martin, J.M. Górriz. “Connections between ICA and sparse coding revisited”. Lecture Notes in Computer Science. Vol 3512 Springer 2005, pp 1035-1042 ISSN: 0302-9743 ISBN 3-540-26208-3
F. Rojas, J.M. Górriz, and O. Valenzuela. “Analysis of Variance of three contrast functions in a GA for non-linear BSS” Lecture Notes in Computer Science. Vol 3512 Springer 2005, pp 1043-1050 ISSN: 0302-9743 ISBN 3-540-26208-3
O. Chakkor, C.G. Puntonet, B. Pino, J.M. Górriz. “Matched filter as pre-processing tool for Multi-user detection in DS-CDMA system”. Lecture Notes in Computer Science. Vol 3512 Springer 2005, pp 845-849 ISSN: 0302-9743 ISBN 3-540-26208-3.
J.M. Górriz, C.G. Puntonet, F. Rojas. “Convergence Analysis of a GA-ICA algorithm”. Lecture Notes in Computer Science. Vol 3562 Springer 2005, pp 54-62 ISSN: 0302-9743 ISBN 3-540-26319-5
J.M. Górriz, J. Ramírez, J.C. Segura, C.G. Puntonet. “Bispectra Analysis-based VAD for Robust Speech Recognition”. Lecture Notes in Computer Science. Vol 3562 Springer 2005, pp 567-576 ISSN: 0302-9743 ISBN 3-540-26319-5.
C.G. Puntonet, J.J. G. de la Rosa, I. Lloret, J.M. Górriz. “Wavelets para Identificación de Insectos”. 4ª Conferencia Iberoamericana en Sistemas, Cibernética e Informática (CISCI 2005) Orlando, USA, Jul 2005.
C.G. Puntonet, J.J. G. de la Rosa, I. Lloret, J.M. Górriz. “Wavelets Transforms Applied to Termite Detection". 9th World Multi-conference on Systems, Cybernetics and Informatics (WMSCI 2005) Orlando, USA, Jul 2005.
O. Chakkor , C.G. Puntonet, B. Pino, A.F. Diaz, J.M. Gorriz: “Matched filter for Multi-user detection in DS-CDMA system”, CCCT05 , III International Conference on Computing, Communications and Control Techniques, 24-27 Jul, Texas, Austin, USA. 2005.
J.M. Górriz, J. Ramírez, C.G. Puntonet, J.C. Segura. “An Improved MO-LRT VAD Based on a Bispectra Gaussian Model” IEE Electronic Letters Journal Vol. 41 Issue 15 pp 877-879 Jul., 2005. ISNN 0013-5194
F. Rojas, C.G. Puntonet, J.M. Górriz. “Assessing the Performance of Several Fitness Functions in a Genetic Algorithm for Nonlinear Separation of Sources” Lecture Notes in Computer Science. Vol 3612 Springer 2005, pp 863-872 ISSN: 0302-9743 ISBN 3-540-28320-X
J.M. Górriz, C.G. Puntonet, J. Ramírez. “Testing for independence and LRT for VAD”. International Journal of Information Acquisition. pp 315-322 Vol 4 N 2. Ed. World Scientific. ISSN: 0219-8789, 2005.
J.M. Górriz, C.G. Puntonet, E. G. Medialdea. “Maximum Entropy Guide for BSS”. 25th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MAXENT 05) ISBN: 0-7354-0292-2 pp. 282-289 San José State University, San José CA USA Aug 7-12, 2005
J.M. Górriz, J. Ramírez, C.G. Puntonet, F Theis, E. Lang. “Bispectrum-Based Statistical Tests for VAD”. Lecture Notes in Computer Science. Vol 3697 Springer 2005, pp 541-546 ISSN: 0302-9743 ISBN 3-540-28755-8
J.J.G. de la Rosa, C.G. Puntonet, I. Lloret, J.M. Górriz: “Wavelets transforms applied to termite detection”. Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS 2005). ISBN 0-7803-9446-1 Sofia, Bulgaria Sep. 5-7, 2005.
J.J.G. de la Rosa, C.G. Puntonet, I. Lloret, J.M. Górriz: “Recognition of Insect Emissions applying the Discrete Wavelet Transform”. Lecture Notes in Computer Science. Vol 3686 Springer 2005, pp 505-513 ISSN: 0302-9743 ISBN 3-540-28757-4
J.M. Górriz, T. Subba-Rao, J. Ramírez and C.G. Puntonet. “A new VAd based on Periodogram of squares” International Conference on Intelligence computing (ICIC 2005). Hefei, China Ago., 2005.
M. Aldasht, J. Ortega, C.G. Puntonet, A. Díaz, J.M. Górriz: “Exploración evolutiva del equilibrado de carga dinámico y distribuido”. I Congreso Español de Informática (CEDI 2005). ISBN: 84-9732-430-7 Ed Thomson. pp 467-475. Granada, Spain Sep., 2005.
J.M. Górriz, J. Ramírez, T. Subba-Rao and C.G. Puntonet. “Testing for Independence applied to Voice Activity Detection” I Congreso Español de Informática (CEDI 2005). ISBN: 84-9732-444-7 pp 531-537 Ed. Thomson. Granada, Spain Sep., 2005.
S. Hornillo, R Martín, C.G. Puntonet, J.M. Górriz. “Aplicación de ICA al análisis de imágenes naturales”. I Congreso Español de Informática (CEDI 2005). ISBN: 84-9732-444-7 pp 539-546 Granada, Spain Sep., 2005.
K. Stadlthanner, F.J. Theis, C.G. Puntonet, J.M. Górriz, A.M. Tomé, E.W. Lang. “Hybridizing Sparse Component Analysis with Genetic Algorithms for Blind Source Separation”. Lecture Notes in Computer Science. Vol 3745 Springer 2005, pp 137-148 ISSN: 0302-9743 ISBN 3-540-29674-3
J.M. Górriz, C.G. Puntonet, J. Ramírez, and J.C. Segura. “Bispectrum Estimators for Voice Activity Detection and Speech Recognition” Lecture Notes in Artificial Intelligence. Vol 3817 / 2006. pp 174-185 ISSN: 0302-9743 ISBN: 3-540-31257-9.

2006

C.G. Puntonet, J.J.G. de la Rosa, I. Lloret, J.M. Górriz: “On the performance of a HOS-based ICA algorithm in BSS of Acoustic Emission Signals”. Lecture Notes in Computer Science. Vol 3889 Springer 2006 pp 400-405 , ISBN 3-540-32630-8 ISSN: 0302-9743
J. Ramírez, P. Yélamos, J.M. Górriz, C.G. Puntonet and J.C. Segura: “SVM-enabled Voice Activity Detection”. Lecture Notes in Computer Science. Vol 3972, pp. 676-681, Springer (2006). ISSN: 0302-9743
J.M. Górriz, J. Ramírez, C.G. Puntonet, and J.C. Segura. “Generalized LRT-based Voice Activity Detector” IEEE Signal Processing Letters, Vol 13 Nº 10 2006. pp 636-639 ISSN:1070-9908
J.J. de la Rosa, C.G. Puntonet, I. Lloret and J.M. Górriz. “Frequency Calibrations with Conventional Time Interval Counters via GPS Traceability” 8th International Conference on Enterprise Information Systems (ICEIS 2006). ISBN 972-8865-41-4 pp 189-201, 23 - 27, May 2006 Paphos – Cyprus.
J.J.G. de la Rosa, C.G. Puntonet, I. Lloret y J.M. Górriz, “Procesos de Ruido Interno en los Circuitos Electrónicos. Monografía Servicio de Reprografía de la Universidad de Cádiz, 2005 ISBN: 978-84-9828-031-9 (85 págs.)
J. Ramírez, J.C. Segura, J.M. Górriz, C. Benítez, A.J. Rubio. “GAIALAB: A Weblab Project for Digital Communications Distributed Learning” The IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP06) ISBN: 142440469X, pp 981-984 May Toulousse, Francia 2006.
R. Culebras, J. Ramírez, J.M. Górriz. “Effective Speech/Pause Discrimination Combining Noise Suppression and Fuzzy Logic Rules” The IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP06) ISBN: 142440469X pp 1213-1216. May Toulousse, Francia 2006.
J.M. Górriz, J. Ramírez, J.C. Segura, C.G. Puntonet, L. García. “Effective Speech/Pause Discrimination Using an Integrated Bispectrum Likelihood Ratio Test” The IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP06) ISBN: 142440469X pp 801-804. May Toulousse, Francia 2006.
J. Ramírez , J.M. Górriz, J. C. Segura, C. G. Puntonet, A. Rubio “Speech/Non-speech Discrimination based on Contextual Information Integrated Bispectrum LRT”, IEEE Signal Processing Letters. Vol 13, Issue 6 pp 497-500 2006. ISSN:1070-9908
J.M. Górriz, J. Ramírez, C.G. Puntonet, E. Lang, K. Stadlthanner. “Independent Component Analysis applied to Voice Activity Detection” Lecture Notes in Computer Science. Vol 3991, pp. 234-241 Springer (2006) ISSN: 0302-9743
J.M. Górriz, J. Ramírez, I. Turias, C.G. Puntonet, J. González E. Lang. “C-means Clustering applied to Speech Discrimination” Lecture Notes in Computer Science. Vol 3991, pp. 649-656, Springer (2006). ISSN: 0302-9743
P. Yélamos, J. Ramírez, J.M. Górriz, C.G. Puntonet, J.C. Segura. “Speech Event Detection Using Support Vector Machines” Lecture Notes in Computer Science. Vol 3991, pp. 356-363, Springer (2006). ISSN: 0302-9743
R. Culebras, J. Ramírez, J.M. Górriz, J.C. Segura. “Fuzzy Logic Speech/Non-speech Discrimination for Noise Robust Speech Processing” Lecture Notes in Computer Science. Vol 3991, pp. 395-402, Springer (2006). ISSN: 0302-9743
J.J. de la Rosa, I. Lloret C.G. Puntonet A. Moreno and J.M. Górriz. “Third-order Spectral Characterization of Termite’s Emission Track” Lecture Notes in Computer Science. LNCS 3991, pp. 316–323, Springer (2006). ISSN: 0302-9743
J.M. Górriz, J. Ramírez, J.C. Segura, C. G. Puntonet, J.J.G. de la Rosa. “Noise Subspace Fuzzy C-means Clustering for Robust Speech Recognition” Lecture Notes in Computer Science. Vol 3984, pp. 772–779, 2006. ISSN: 0302-9743
J.J.G. de la Rosa, I. Lloret, A. Moreno, R. Piotrkowski, J. Ruzzante, C.G. Puntonet, J.M. Górriz. “Third-order Spectral Characterization of Termite’s Emission Track” The 13th IEEE Mediterranean Electrotechnical Conference May 16-19 (MELECON’06), ISBN 1-4244-0088-0 pp 490-493 Benalmádena (Málaga), SPAIN (2006).
J.J.G. de la Rosa, I. Lloret, C.G. Puntonet and J.M. Górriz. “Wide-Band Transducers and Higher-Order Spectral Characterization of Low-level Ultra-sounds in Wood”. The Fourth IEEE Workshop on sensor array and multi-channel processing (SAM-2006). ISBN: 1-4244-0309-X pp 667-671. Waltham USA Jul, 14-16 2006.
J.J.G. de la Rosa, C.G. Puntonet, I. Lloret, and J.M. Górriz. “Higher-order Spectral Characterization of Low-level Emissions in Wood using Ultrasonic-Piezoelectric Transducers”. The WSEAS Transactions on Signal Processing Issue 4 Vol 2, pp 557-562 ISSN 1790-5022, April 2006.
J. Ramírez, P. Yélamos, J.M. Górriz, J.C. Segura. “SVM-based Speech Endpoint Detection Using Contextual Speech Features” IEE Electronic Letters Vol 42 num. 7 pp 65-66 ISSN: 0013-5194
J.M. Górriz, J. Ramírez, C.G. Puntonet, J.C. Segura “An effective cluster-based model for robust speech detection and speech recognition in noisy environments”, The Journal of Acoustical Society of America.
J.M. Górriz, C.G. Puntonet, F. Rojas, R. Martín, S. Hornillo, E.W. Lang: “Optimizing BSS with Guided Genetic Algorithms”. Neurocomputing Journal. Vol 69 Issue 13-15, pp 1442-1457 2006. ISSN: 0925-2312
S. Hornillo, R. Martín, C.G. Puntonet, J. Acha, J.M. Górriz: “Maximization of Statistical Moments for Blind Separation of Sources Revisited”. Neurocomputing Journal. Vol 69 Issue 13-15, 2006. pp 1425-1434. ISSN: 0925-2312
P. Gruber, K. Stadlthanner, M. Bohn, A.M.Tomé, A.R.Teixeira, F.Theis, E. Lang, C.G. Puntonet, J.M. Gorriz. “Denoising using local projective subspace methods” Neurocomputing Journal. Vol 69 Issue 13-15, 2006. pp 1485-1501 ISSN: 0925-2312
J.J.G. delaRosa, R. Piotrkowski, J. Ruzzante, C.G. Puntonet, and J.M. Górriz. “Higher-Order Spectra and Independent Component Analysis for Enhancement of Acoustic Emission Signals”. 10th International Conference on Knowledge-Based & Intelligent Information & Engineering Systems (KES2006), Bournemouth International Conference Centre, UK. 9-11, October, 2006.
J.M. Górriz, J. Ramírez, C.G. Puntonet. J.C. Segura. “An Efficient Bispectrum Phase Entropy-based Algorithm for VAD” The Ninth International Conference on Spoken Language Processing (Interspeech 2006 — ICSLP) Pittsburgh, Pennsylvania, USA 17-19 Sep. 2006.
J. Ramírez, P. Yélamos, J.M. Górriz, J.C. Segura, L. García. “Speech/Non-Speech discrimination combining advanced feature extraction and SVM learning” The Ninth International Conference on Spoken Language Processing (Interspeech 2006 — ICSLP) Pittsburgh, Pennsylvania, USA 17-19 Sep 2006.
J.M. Górriz, J. Ramírez, E.W. Lang, C.G. Puntonet: “Hard C-means clustering for Voice Activity Detection”. Speech Communication Journal. Vol 48, pp 1638-1649. (2006). ISNN: 0167-6393
J.J.G. de la Rosa, C.G. Puntonet, R. Piotrkowski, I. Lloret and J.M. Górriz. “Two ICA Algorithms Applied to BSS in Non-destructive Vibratory Tests” Lecture Notes in Computer Science. LNCS 4132, pp. 221–229, Springer (2006). ISSN: 0302-9743.
J.J.G. de la Rosa, C.G. Puntonet, R. Piotrkowski, A. Moreno and J.M. Górriz. “Comparison of two ICA Algorithms in BSS applied to Non-destructive Vibratory Tests” Lecture Notes in Computer Science. LNCS 4247, pp. 750–755, Springer (2006). ISSN: 0302-9743.
J.J.G. de la Rosa, I. Lloret, A. Moreno, C.G. Puntonet and J.M. Górriz. “Wavelets and wavelet packets applied to detect and characterize transient alarm signals from termites” Measurement 39 (2006) 553–564, Elsevier (2006). ISSN: 0263-2241
J. Ramírez, J. C. Segura, J. M. Górriz, A. de la Torre, L. García and C. Benítez. “Voice activity detection using a contextual information and multiple hypothesis testing” IV Jornadas en Tecnología del Habla. (IVJTH'06) Zaragoza, España Nov. 2006.
J.M. Górriz, J. Ramírez, C.G. Puntonet, J. C. Segura. “Nuevos Avances en Detección de Actividad de Voz mediante HOS y Estrategias de Optimización” III Congreso Internacional de Avances Científicos en Ingeniería Industrial y Civil (ACIIC06), Algeciras, España Nov. 2006.

2007

J.J.G. delaRosa, I. Lloret, A. Moreno, C.G. Puntonet, and J.M. Górriz. “Higher-order spectral characterization of termite emissions using acoustic emission probes”. The IEEE Sensors Applications Symposium (SAS2007), San Diego CA, USA, 6-8, Feb, 2007.
J.J.G. delaRosa, I. Lloret, A. Moreno, C.G. Puntonet, and J.M. Górriz. “Power transients characterization and classification using higher-order cumulants and competitive layers”. Lecture Notes in Computer Science. The International conference on adaptive and natural computing algorithms (ICANNGA2007), Warsaw Poland, 11-14, Apr, 2007.
J. Ramírez, J.C. Segura, J.M. Górriz. “Revised contextual LRT for voice activity detection” The IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP07) ISBN, pp Apr. Hawaii, USA 2007.
J.M. Górriz, J. Ramírez, C.G. Puntonet. “An effective jointly pdf-based voice activity detector for real time applications” IET Electronic Letters Journal Vol. 3 Issue 4 pp 251-253 Feb., 2007. ISNN 0013-5194.
Javier Ramírez, J.M. Górriz and José C. Segura. “Voice Activity Detection. Fundamentals and Speech Recognition System Robustness” Robust Speech Recognition and Understanding. Editorial Colleqiums, 2007 ISBN 978-3-902613-08-0 (22 págs.)
J.M. Górriz and J. Ramírez and C.G. Puntonet, “New Advances in Voice Activity Detection using HOS and Optimization Strategies”. Robust Speech Recognition and Understanding. Editorial Colleqiums, 2007 ISBN 978-3-902613-08-0 (18 págs.)
J. Ramírez, J.M. Górriz, J.C. Segura “Statistical Voice Activity Detection Based on Integrated Bispectrum Likelihood Ratio Tests for Robust Speech Recognition”, The Journal of Acoustical Society of America. Num 121, Issue 5 (2007). pp. 2946-2958. ISSN 0001-4966.
O. Pernía, J.M. Górriz, J. Ramírez, C.G. Puntonet, I. Turias. “An efficient VAD based on a Generalized Gaussian PDF”. An ISCA Tutorial and Research Workshop on NON-LINEAR SPEECH PROCESSING (NOLISP 2007) Paris France, 22-25 Mayo, 2007.
S.Nassabay, I.Keck, C.G.Puntonet, R.M.Clemente, J.M.Górriz, J. Ramírez: "Noisy Image Processing Using the Independent Component Analysis Algorithm AMUSE", The Third International Workshop on Artificial Neural Networks and Intelligent Information Processing (ANNIP-ICINCO), May 10, Angers, France, 2007.
O. Pernía, J.M. Górriz, J. Ramírez, C.G. Puntonet, and I. Turias. “An efficient VAD based on a hang-over scheme and a likelihood ratio test”. Lecture Notes in Computer Science. Vol. 4528/2007, pp 31-38 ISBN 978-3-540-73006-42007.
O. Pernía, J.M. Górriz, J. Ramírez, C.G. Puntonet, and I. Turias. “Improved Likelihood Ratio Test detector using a jointly Gaussian probability distribution function”. Lecture Notes in Computer Science. Vol. 4528/2007 pp 37-44. ISBN 978-3-540-73054-5, ISSN 1611-3349. Jun 2007.
J. Ramírez, J.C. Segura, J.M. Górriz and L. García “Improved Voice Activity Detection Using Contextual Multiple Hypothesis Testing for Robust Speech Recognition”, IEEE Transactions on Audio, Speech and Language Processing. Num 8, Vol 15 (2007). pp. 2177-2189. ISSN 1063-6676.
R. Schachtner, D. Lutter, F.J. Theis, E..W. Lang, A.M. Tome, J.M. Górriz, C.G. Puntonet. “Blind Matrix Decomposition Techniques to Identify Marker Genes From Microarrays”. Lecture Notes in Computer Science. Vol. 4666/2007 pp 37-44. ISBN 978-3-540-74493-1, ISSN 1611-3349. May 2007.
J.J.G. delaRosa, A. Carmona, A. Illana, C.G. Puntonet, and J.M. Górriz. “Modeling and Simulation of a Container Gantry Crane Cabin’s Operation with Simulink”. EUROCON 2007 The International Conference on “Computer as a Tool” Warsaw, Poland, 9-12, Sep, 2007.

2008

M.L. Martín, I.J. Turias, F.J. González, P.L. Galindo, F.J. Trujillo, C.G. Puntonet, J.M. Górriz “Prediction of CO maximun ground level concentrations in the Bay of Algeciras, Spain using artificial neural networks”. In press in Chemosphere Journal. Vol 70 Issue 7 pp 1190-1195, ISSN 0045-6535. Jan. 2008.
K. Stadlthanner, F.J. Theis, E.W. Lang, A.M. Tomé, C.G. Puntonet, J.M. Górriz. “Hybridizing Sparse Component Analysis with Genetic Algorithms for Microarray Analysis” Neurocomputing Journal. Vol 71 Issue 10-12, 2007. pp 2356-2376 ISSN: 0925-2312
R. Schachtner, E. W. Lang, D. Lutter, F. Theis, G. Schmitz, A. M. Tomé, P. Gómez Vilda, C. G. Puntonet, J. M. Górriz, M. Stetter. “Machine Learning Techniques to Identify Marker Genes for Diagnostic Classification of Microarrays” Machine Learning Research Progress. Book Chapter. Eds. Hannah Peters and Mia Vogel. Nova Publishers. ISBN: 978-1-60456-646-8.
R. Serrano, J.M. Górriz, J. Ramírez, C.G. Puntonet, “Implementación de Entrenadores de Comunicaciones en placas PCB” Congreso TAEE (Tecnologías Aplicadas a la Enseñanza de la Electrónica), 2.4 July Zaragoza, Spain.
J. Ramírez, J.M. Górriz, M. Gómez-Río, A. Romero, R. Chaves, A. Lassl, A Rodríguez, C.G. Puntonet, F. Theis, and E. Lang. “Effective Emission Tomography Image Reconstruction Algorithms for SPECT Data” Lecture Notes in computer Science. M. Bubak et al. (Eds.): ICCS 2008, Part I, LNCS 5101, pp. 741–748, 2008. Springer-Verlag Berlin Heidelberg 2008
J.M. Górriz, J. Ramírez, C.G. Puntonet, S. Cruces-Álvarez, D. Erdogmus, E.W. Lang. “A trade-off between convergence speed and Misadjustment for filtering discontinuous speech signals” The 2008 European Signal Processing Conference (EUSIPCO-2008), Lausanne, Switzerland Aug 2008.
J.M. Górriz, J. Ramírez, E.W. Lang and C.G. Puntonet “Jointly Gaussian PDF Based Likelihood Ratio Test for Voice Activity Detection”, IEEE Transactions on Audio, Speech and Language Processing. Num 16, Vol 8 (2008). pp. 1568-1578. ISSN 1063-6676.
J. Ramírez, J.M. Górriz, D. Salas, M. López, I. Álvarez, M. Gómez-Río. “Computer Aided Diagnosis of Alzheimer Type Dementia Combining Support Vector Machines and Discriminant Set of Features” Accepted in Information Sciences. Ed Elsevier Vol XX pp XXX-XXX ISSN XXX-XXX 2008.
F. Fink, K. Wörle, P. Gruber, A. M. Tome, J.M. Górriz, C.G. Puntonet, E.W. Lang. “ICA Analysis of Retina Images for Glaucoma Classification” 30th Annual International IEEE EMBS Conference, Vancouver, British Columbia, Canada, Ago. 2008
J.M. Górriz, J. Ramírez, A. Lassl, D. Salas, E.W. Lang, C.G. Puntonet, M. López. “Automatic Computer Aided Diagnosis Tool Using Component-Based SVM” IEEE 2008 Medical Imaging Conference, 19-25 October 2008 Dresden, Germany.
D. Salas-González, J.M. Górriz, J. Ramírez, A. Lassl, C.G. Puntonet. “A Comparison of Nonlinear Least-Square Optimization Methods in Affine Registration of SPECT Images” IEEE 2008 Medical Imaging Conference, 19-25 October 2008 Dresden, Germany.
A. Lassl, J.M. Górriz, J. Ramírez, D. Salas, E.W. Lang, C.G. Puntonet. “Clustering Approach for the Classification of SPECT Images” IEEE 2008 Medical Imaging Conference, 19-25 October 2008 Dresden, Germany.
D. Salas-González, J.M. Górriz, J. Ramírez, A. Lassl, C.G. Puntonet. “Improved Gauss-Newton Optimization Methods in Affine Registration of SPECT Brain Images” IET Electronic Letters Journal Vol. 44 Issue 22 pp 1291-1292 Sep., 2008. ISNN 0013-5194.
J.M. Górriz, J. Ramírez, S. Cruces-Álvarez, D. Erdogmus, E.W. Lang, C.G. Puntonet, “Speech Enhancement in Discontinuous Transmission Systems using the Constrained Stability Least Mean Squares Algorithm”, Accepted in The Journal of Acoustical Society of America Num 124, Issue 6 (2008). pp. 3669-3683. ISSN: 0001-4966.
I. Álvarez, M. López, J.M. Górriz, J. Ramírez, C.G. Puntonet, D. Salas, F. Segovia. “Automatic Classification System for the Diagnosis of Alzheimer Disease Using Component-Based SVM Aggregations” 15th International Conference on Neural Information Processing of the Asia-Pacific Neural Network Assembly, APNNA" (ICONIP08).
J. Ramírez, J.M. Górriz, I. Álvarez, M. López, C.G. Puntonet, D. Salas. “Early detection of the Alzheimer disease combining feature selection and kernel machines” 15th International Conference on Neural Information Processing of the Asia-Pacific Neural Network Assembly, APNNA" (ICONIP08).
D. Salas, J.M. Górriz, J. Ramírez, I. Álvarez, M. López, F. Segovia, C.G. Puntonet. “Computer Aided Diagnosis of Alzheimer Disease Using Support Vector Machines and Classification Trees” 15th International Conference on Neural Information Processing of the Asia-Pacific Neural Network Assembly, APNNA" (ICONIP08).

2009

J.M. Górriz, J. Ramírez, S. Cruces-Álvarez, D. Erdogmus, E.W. Lang, C.G. Puntonet, “A Novel LMS algorithm applied to Adaptive Noise Cancelation”, Accepted in The IEEE Signal Processing Letters Vol 16, Num 1 (2009). pp. 34-37. ISSN: 0001-4966.
J. Ramírez, J. M. Górriz, I. Alvarez, D. Salas-Gonzalez, M. López, F. Segovia, C. G. Puntonet. “Effective detection of the Alzheimer disease by means of coronal NMSE SVM feature classification” Lecture Notes in computer Science. ISNN 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008
D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, I. Alvarez, M. López, F. Segovia, C. G. Puntonet. “Selecting regions of interest for the diagnosis of Alzheimer using brain SPECT images” Lecture Notes in computer Science. ISNN 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2009
I. Alvarez, J. M. Górriz, J. Ramírez, D. Salas-Gonzalez, M. López, F. Segovia, C. G. Puntonet. “Independent Component Analysis of SPECT Images to assist the Alzheimer's Disease Diagnosis” Advances in Intelligent and soft computing. ISNN 200, pp. XXX–XXX, Vol 116 2009. Springer-Verlag Berlin Heidelberg 2009
M. López, J. Ramírez, J. M. Górriz, I. Alvarez, D. Salas-Gonzalez, F. Segovia, C. G. Puntonet. “Computer Aided Diagnosis of Alzheimer Disease Using Principal Component Analysis and Bayesian Classifiers” Advances in Intelligent and soft computing. ISNN 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2009
I. Álvarez, J.M. Górriz, J. Ramírez, D. Salas-González, M. López, C.G. Puntonet, F. Segovia. “Alzheimer's Diagnosis Using Eigenbrains and Support Vector Machines” IET Electronic Letters Journal Vol. 45 Issue 7 pp 1-2 Feb., 2009. ISNN 0013-5194.
M. López, J. Ramírez, J.M. Górriz, I. Álvarez, D. Salas-González, C.G. Puntonet, F. Segovia. “Automatic Tool for the Alzheimer's Disease Diagnosis Using PCA and Bayesian Classification Rules” IET Electronic Letters Journal Volume 45, Issue 7, March 26 2009 Page(s):342 - 343. ISNN 0013-5194.
D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, I. Alvarez, M. López, F. Segovia, C. G. Puntonet. “Selecting regions of interest for the diagnosis of Alzheimer's disease in brain SPECT images using Welch's t-test” Lecture Notes in computer Science. IWANN 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008
J. Ramírez, R. Chaves, J. M. Górriz, I. Alvarez, D. Salas-Gonzalez, M. López, F. Segovia. “SPECT image classification techniques for computer aided diagnosis of the Alzheimer disease” Lecture Notes in computer Science. IWANN 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008.
M. López, J. Ramírez, J. M. Górriz, I. Alvarez, D. Salas-Gonzalez, F. Segovia, C. G. Puntonet. “Automatic System for Alzheimer’s Disease Diagnosis Using Eigenbrains and Bayesian Classification Rules” Lecture Notes in computer Science. IWANN 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008
I. Alvarez, J. M. Górriz, J. Ramírez, D. Salas-Gonzalez, M. López, F. Segovia, C. G. Puntonet. “Alzheimer's Diagnosis Using Eigenbrains and Support Vector Machines” Lecture Notes in computer Science. IWANN 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008
D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, I. Alvarez, M. López, F. Segovia, C. G. Puntonet. “Analysis of Brain SPECT Images for the diagnosis of Alzheimer using first and second order moments” Lecture Notes in computer Science. IWINAC 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008
J. Ramírez, R. Chaves, J. M. Górriz, I. Alvarez, D. Salas-Gonzalez, M. López, F. Segovia. “Functional Brain Image Classification Techniques for Early Alzheimer Disease Diagnosis” Lecture Notes in computer Science. IWINAC 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008.
M. López, J. Ramírez, J. M. Górriz, I. Alvarez, D. Salas-Gonzalez, F. Segovia, C. G. Puntonet. “Support Vector Machines and Neural Networks for the Alzheimer's Disease Diagnosis Using PCA” Lecture Notes in computer Science. IWINAC 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008
J. M. Górriz, A. Lassl, J. Ramírez, I. Álvarez, D. Salas-Gonzalez, M. López, F. Segovia. “Classification of SPECT images using clustering techniques revisited” Lecture Notes in computer Science. IWINAC 2009, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2008.
J. M. Górriz, A. Lassl, J. Ramírez, D. Salas-Gonzalez, E.W. Lang, C.G: Puntonet. “Automatic Selection of ROIs in functional imaging using Gaussian Mixture Models” NeuroScience Letters. Vol 460 pp. 108-111, 2009. Elsevier 2009.
J. Ramírez, J. M. Górriz, R. Chaves, D. Salas-Gonzalez, I. Alvarez, M. Lopez, F. Segovia. “SPECT Image Classification Using Random Forests” Electronic Letters. Volume 45, Issue 12, pp .604-605, 2009. IET 2009.
D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, I. Alvarez, M. Lopez, F. Segovia. “Analysis of SPECT Brain Images for the Diagnosis of Alzheimer’s disease using moments and SVMs” NeuroScience Letters. Volume 461, Issue 1, 8 September 2009, Pages 60-64 Elsevier 2009.
R. Chaves, J. Ramirez, J. M. Górriz, D. Salas-Gonzalez, I. Alvarez, M. Lopez, F. Segovia. “SVM-based computer aided diagnosis of the Alzheimer's disease using t-test NMSE feature selection with feature correlation weighting”. Accepted in NeuroScience Letters. Volume 461, Issue 3, 15 September 2009, Pages 293-297. Elsevier 2009.
D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, I. Alvarez, M. Lopez, F. Segovia, R Chaves. “Skewness as feature for the diagnosis of Alzheimer's disease using SPECT images” The IEEE International Conference on Image Processing ICIP 2009. Egypt El Cairo, Nov 2009.
J.M. Górriz, F. Segovia, J. Ramírez, I. Keck, E.W. Lang, C.G. Puntonet. “fMRI Data Analysis Using a Novel Clustering Technique” IEEE 2009 Medical Imaging Conference, 25-31 October 2009 Orlando, Florida.
J. Ramírez, J.M. Górriz, R. Chaves, D. Salas, M. López, I. Álvarez, F. Segovia. “Computer Aided Diagnosis of the Alzheimer's Disease Combining SPECT-Based Feature Selection and Random Forest Classifiers” IEEE 2009 Medical Imaging Conference, 25-31 October 2009 Orlando, Florida.
J. Ramírez, J.M. Górriz, R. Chaves, D. Salas, M. López, I. Álvarez, F. Segovia. “SPECT Image Classification Based on NMSE Feature Correlation Weighting and SVM” IEEE 2009 Medical Imaging Conference, 25-31 October 2009 Orlando, Florida.
F. Segovia, J.M. Górriz, J. Ramírez, R. Chaves, D. Salas, M. López, I. Álvarez, C.G. Puntonet. “Automatic Selection of ROIs Using a Model-Based Clustering Approach” IEEE 2009 Medical Imaging Conference, 25-31 October 2009 Orlando, Florida.
M. López, J. Ramírez, J.M. Górriz, R. Chaves, D. Salas, I. Álvarez, F. Segovia. “Neurological Image Classification for the Alzheimer's Disease Diagnosis Using Kernel PCA and Support Vector Machines” IEEE 2009 Medical Imaging Conference, 25-31 October 2009 Orlando, Florida.
M. López, J. Ramírez, J.M. Górriz, R. Chaves, D. Salas, I. Álvarez, F. Segovia. “Multivariate Approaches for Alzheimer's Disease Diagnosis Using Bayesian Classifiers” IEEE 2009 Medical Imaging Conference, 25-31 October 2009 Orlando, Florida.
F. Segovia, J. M. Górriz, J. Ramírez, D. Salas-González, I. Álvarez, M. López, C.G. Puntonet. “TOOL FOR STUDY AND CLASSIFICATION OF MEDICAL IMAGES” The fifth IADAT International Conference on Education. IADAT 2009. Bilbao, SPAIN.
M. López, J. Ramírez, J. M. Górriz, I. Álvarez, D. Salas-Gonzalez, F. Segovia and R. Chaves. “SVM-based CAD System for Early Detection of the Alzheimer’s Disease using Kernel PCA and LDA”, Neuroscience Letters, volume 464, number 3, pp 233--238. Elsevier 2009.
A. Olivares, G. Olivares, J.M. Górriz, J. Ramírez. “High-Efficiency Low-Cost Accelerometer-Aided Gyroscope Calibration” IEEE ITCM, Dec 2009 Hong Kong China.

2010

Javier Ramírez, J.M. Górriz, Rosa Chaves, Diego Salas-Gonzalez, Miriam López, Ignacio Álvarez, Fermín Segovia, Pablo Padilla. “EARLY ALZHEIMER'S DISEASE DIAGNOSIS USING PARTIAL LEAST SQUARES AND RANDOM FORESTS” The IEEE International Symposium on Biomedical Imaging (ISBI), Rotterdam, April 2010.
J. Ramírez, J. M. Górriz, I. Álvarez, D. Salas-Gonzalez, F. Segovia, M. Lopez, R. Chaves, P Padilla. “Computer Aided Diagnosis System for the Alzheimer's Disease based on Partial Least Squares and Random Forest SPECT image classification”, Accepted in Neuroscience Letters, volume XX, number X, pp XXX--XXX. Elsevier 2010.
A. Olivares, G. Olivares, J.M. Górriz, J. Ramírez. “A Study of Vibration-Based Energy Harvesting in Activities of Daily Living” 4th International Conference on Pervasive Computing Technologies for Healthcare 2010 Pervasive Health 2010, Jan 2010 Munich, Germany.
J.M. Górriz, J. Ramírez, E.W. Lang, C.G. Puntonet, I. Turias “Improved Likelihood Ratio Test based Voice Activity Detector applied to Speech Recognition”, Accepted in Speech Communication Journal Num XXX, Issue XXX (2010). pp. XXX-XXX. ISNN: 0167-6393.
F. Segovia, J.M. Górriz, J. Ramírez, I. Álvarez, D. Salas-Gonzalez, , M. Lopez, R. Chaves, P Padilla. “Classification of functional brain images using a GMM-based multi-variate approach”, Accepted in Neuroscience Letters, volume XX, number X, pp XXX--XXX. Elsevier 2010.
I. Álvarez, J.M. Górriz, J. Ramírez, D. Salas-Gonzalez, F. Segovia, M. Lopez, C.G. Puntonet, P Padilla. “Projecting Independent Components of SPECT Images for Computer Aided Diagnosis of Alzheimer's”, Accepted in Pattern Recognition Letters, volume XX, number X, pp XXX--XXX. Elsevier 2010.
P. Padilla, J. M. Górriz, J. Ramírez ,R. Chaves, D. Salas-Gonzalez, I. Alvarez, M. Lopez, F. Segovia, C.G. Puntonet. “'Alzheimer disease detection in functional images using 2D Gabor wavelet analysis'” Electronic Letters. Volume XX, Issue XX, pp .XXX-XXX, 2010. IET 2010.
I. Álvarez, J.M. Górriz, J. Ramírez, D. Salas-Gonzalez, F. Segovia, M. Lopez, C.G. Puntonet, P Padilla. “Exploring symmetry to assist Alzheimer's Disease Diagnosis”, HAIS 2010 conference, San Sebastian, Spain Jun 2010.
D. Salas-Gonzalez, J.M. Górriz, J. Ramírez, I. Álvarez, F. Segovia, M. López, P Padilla. “Selecting regions of interest in SPECT images using Wilcoxon Test for the diagnosis of Alzheimer's disease”, HAIS 2010 conference, San Sebastian, Spain Jun 2010.
R. Chaves, J. Ramírez, J.M. Górriz, D. Salas, I. Álvarez, F. Segovia, M. López, P Padilla. “Effective Diagnosis of Alzheimer's Disease by means of Association Rules”, HAIS 2010 conference, San Sebastian, Spain Jun 2010.
A. Kodewitz, I. R. Keck, A. M. Tomé, P. Padilla, J. M. Górriz, C.G. Puntonet and E. W. Lang. “Exploratory Matrix Factorization for PET Image Analysis”, HAIS 2010 conference, San Sebastian, Spain Jun 2010.
P Padilla, J.M. Górriz, J. Ramírez, R. Chaves, D. Salas, I. Álvarez, F. Segovia, M. López. “NMF-Based Analysis of SPECT Brain Images for the Diagnosis of Alzheimer’s Disease”, HAIS 2010 conference, San Sebastian, Spain Jun 2010.
F. Segovia, J. Ramírez, J.M. Górriz, R. Chaves, D. Salas, I. Álvarez, P Padilla, M. López. “Partial Least Squares for feature extraction of SPECT images”, HAIS 2010 conference, San Sebastian, Spain Jun 2010.
A. Olivares, G. Olivares, J.M. Górriz, J. Ramírez, “Sensor Fusion Adaptive Filtering for Position Monitoring in Intense Activities”, HAIS 2010 conference, San Sebastian, Spain Jun 2010.
A. Olivares, G. Olivares, J.M. Górriz, J. Ramírez, “Accurate Human Limb Angle Measurement in Telerehabilitation”, ISAmI 2010 Conference International Symposium on Ambient Intelligence, Guimaraes Jun 2010.
J.M. Górriz, J. Ramírez “Improved Long term Voice Activity Detection for Robust Speech Recognition”, Accepted in ebook Recent Advances in Robust Speech Recognition, (2010). Ed. Bentham J. Ramirez and JM Gorriz Eds.
J. Ramírez, J.M. Górriz, “Voice activity detection using contextual information for robust speech recognition”, Accepted in ebook Recent Advances in Robust Speech Recognition, (2010). Ed. Bentham J. Ramirez and JM Gorriz Eds.
F. Segovia, J.M. Górriz, J. Ramírez D.Salas, I.A.Illán, M.Lopez, R.Chaves, P.Padilla “A Comparison Between Univariate And Multivariate Supervised Learning For Classification Of SPECT Images”, Accepted in ebook Recent Advances in Biomedical Signal Processing, (2010). Ed. Bentham JM Górriz , E.W. Lang and J. Ramirez Eds.
R. Chaves, D. Salas, J. Ramirez, J. M. Górriz, M. Lopez, I. Alvarez, F. Segovia “Functional Brain Image Preprocessing For Computer Aided Diagnosis Systems”, Accepted in ebook Recent Advances in Biomedical Signal Processing, (2010). Ed. Bentham JM Górriz, E.W. Lang and J. Ramirez Eds.
I. Alvarez, M. Lopez, J.M Górriz, J. Ramirez, F. Segovia, D. Salas, R. Chaves “Functional Image Classification Techniques For Early Alzheimer's Disease Detection”, Accepted in ebook Recent Advances in Biomedical Signal Processing, (2010). Ed. Bentham JM Górriz , E.W. Lang and J. Ramirez Eds.
E. W. Lang, R. Schachtner, D. Lutter, D. Herold, A. Kodewitz, F. Blöchl, F. J. Theis, I. R. Keck, J. M. Górriz, P. Gomez Vilda, A. M. Tomé “Exploratory Matrix Factorization Techniques for Large Scale Biomedical Data Sets”, Accepted in ebook Recent Advances in Biomedical Signal Processing, (2010). Ed. Bentham JM Górriz , E.W. Lang and J. Ramirez Eds.
D. Salas-Gonzalez, J.M. Górriz, J. Ramírez, I. Álvarez, F. Segovia, M. López, C.G. Puntonet. “Computer aided diagnosis of Alzheimer’s disease using support vector machines and classification trees”, Accepted in Physics in Medicine and Biology Journal 2010.
P Padilla, J.M. Górriz, J. Ramírez, E.W. Lang, I. Álvarez, D. Salas-Gonzalez, M. Lopez, R. Chaves, F. Segovia. “Analysis of SPECT Brain Images for the Diagnosis of Alzheimer’s Disease Based on NMF for Feature Extraction.”, Accepted in Neuroscience Letters, volume XX, number X, pp XXX--XXX. Elsevier 2010.
M. López, J. Ramírez, J.M. Górriz, I. Alvarez, D. Salas, F. Segovia, R. Chaves and P. Padilla “Principal Component Analysis-Based Techniques and Supervised Classification Schemes for the Early Detection of the Alzheimer's Disease” Neurocomputing Journal. Vol X Issue X, 2010. pp XXX-XXX ISSN: 0925-2312
J. M. Górriz, F. Segovia, J. Ramírez, A. Lassl, D. Salas-Gonzalez. “GMM based SPECT Image Classification for the Diagnosis of Alzheimer’s Disease” Accepted in Applied Soft Computing Journal, 2010.
E. Gonzalez, J.M. Górriz, C. G. Puntonet. “Elitist Genetic Algorithm Guided by Higher Order Statistic for Blind Separation of Digital Signals” 36th Annual Conference of the IEEE Industrial Electronics Society (IECON-2010) Phoenix, Arizona, USA from November 7-10, 2010.
D. Salas-Gonzalez, J.M. Górriz, J. Ramírez, I. Álvarez, F. Segovia, M. López, R. Chaves, P. Padilla, C.G. Puntonet. “Computer aided diagnosis of Alzheimer’s disease using support vector machines and classification trees”, Accepted in Medical Physics Journal 2010.
I. Alvarez, J. M. Górriz, J. Ramírez, F. Segovia, D. Salas-Gonzalez, M. Lopez, R. Chaves and P. Padilla. “Computer Aided Diagnosis of Alzheimer's disease using component based SVM” Accepted in Applied Soft Computing Journal, 2010.
I. Alvarez, J. M. Górriz, J. Ramírez, F. Segovia, D. Salas-Gonzalez, M. Lopez, R. Chaves and M. Gomez-Rio and C.G. Puntonet.
D. Salas, J.M. Górriz, J. Ramirez, R. Chaves, M. López, I. Álvarez, F. Segovia. “Improving the Convergence Rate in Affine Registration of PET Brain Images Using Histogram Matching” IEEE 2010 Medical Imaging Conference, 1-6 Nov 2010 Knoxville, USA.
I. Álvarez, J.M. Górriz, J. Ramírez, R. Chaves, D. Salas, M. López, F. Segovia. “Machine Learning for Very Early Alzheimer's Disease Diagnosis; a 18F-FDG and PiB PET Comparison” IEEE 2009 Medical Imaging Conference, 1-6 Nov 2010 Knoxville, Florida.
A. Olivares, G. Olivares, F. Gómez Mula, J. M. Górriz, J. Ramírez. “Wagyromag: red inalámbrica de sensores inerciales para el registro y procesamiento de movimientos corporales”. I SIMPOSIO EN COMPUTACIÓN EMPOTRADA (SiCE 2010). ISBN: 978-84-92812-69-1. Pp 105-112. Valencia 7-10 de Septiembre de 2010.
D. Salas-Gonzalez, J.M. Górriz, J. Ramírez, I. Álvarez, F. Segovia, M. López, C.G.Puntonet.“Two approaches to selecting set of voxels for the diagnosis of Alzheimer's disease using brain SPECT images”, Accepted in Digital Signal Processing Journal 2010.
D. Salas-Gonzalez, J.M. Górriz, J. Ramírez. “CAD of Alzheimer´s Disease”, Scope Vol 17, Issue 3. page 7 Sep. 2010.
A. Olivares, J. M. Górriz, J. Ramírez, Gonzalo Olivares Ruiz. “Accurate human limb angle measurement: sensor fusion through Kalman, least mean squares (LMS) and recursive least squares (RLS) adaptive filtering”. Accepted in Measurement Science and Technology.
C.R. Font, Vas J, Rebollo-Aguirre AC, Gómez-Rio M, Caballero D, J.M. Górriz, Ramírez J, Llamas-Elvira JM. “Subjective and Objective (SVM) analysis of Brain perfusion SPECT in migraine patients treated with acupuncture. Preliminary results of a pragmatic randomised controlled trial”. 23rd Annual Congress of the European-Association-of-Nuclear-Medicine (EANM) Vienna, AUSTRIA, OCT 09-13, 2010 European Assoc Nuclear Med.

2011

F. Segovia, J.M. Górriz, J. Ramírez, I. Álvarez, D. Salas-Gonzalez, , M. Lopez, R. Chaves. “A comparative study of feature extraction methods for the diagnosis of Alzheimer's Disease using the ADNI database”, Accepted in Neurocomputing, volume XX, number X, pp XXX--XXX. Elsevier 2011.
Jesus Martinez, J.M. Gorriz, Diego Salas-Gonzalez, Javier Ramirez and C. G Puntonet, Analysis of Spect Brain Images Using Wilcoxon and Relative Entropy Criteria and Quadratic Multivariate Analysis” Lecture Notes in computer Science. IWINAC 2011, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2011.
Andrés Ortiz García, J.M Gorriz, Diego Salas-Gonzalez, Javier Ramirez. MRI Brain Image Segmentation with supervised SOM and probability-based clustering method. Lecture Notes in computer Science. IWINAC 2011, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2011.
Rosa Chaves, J.M. Gorriz, Javier Ramirez, I. Illan, F. Segovia, A. Olivares. Effective Diagnosis of Alzheimer's Disease by means of Distance Metric Learning and Random Forest. Lecture Notes in computer Science. IWINAC 2011, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2011.
Rosa Chaves, J.M. Górriz, D. Salas-Gonzalez, J. Ramírez, M. Lopez. Distance Metric Learning as feature reduction technique for the Alzheimer's Disease Diagnosis. Lecture Notes in computer Science. IWINAC 2011, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2011.
E.W. Lang, Carlos Puntonet, J.M. Górriz, Angela Zeiler, Rupert Faltermeier, Alexander Brawanski, Ana Maria Tomé. Brain Status Data Analysis by Sliding EMD. Lecture Notes in computer Science. IWINAC 2011, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2011.
M. Lopez, J.M. Górriz, Javier Ramirez, Rosa María Chaves Rodríguez, Manuel Gómez-Río. A Quantitative Study on Acupuncture Effects for Fighting Migraine Using SPECT Images. Lecture Notes in computer Science. IWINAC 2011, Part I, LNCS XXX, pp. XXX–XXX, 2009. Springer-Verlag Berlin Heidelberg 2011.
Andrés Ortiz García, J.M Górriz, Diego Salas-Gonzalez, Javier Ramirez. 'MR Brain Image Segmentation by Hierarchical Growing SOM and Probability Clustering. IET Electronic Letters Journal Volume XX, Issue X, April 14 2011 Page(s):XXX - XXX. ISNN 0013-5194.
A. Olivares, J.M. Górriz, J. Ramírez, G. Olivares. “Wagyromag: wireless sensor network for monitoring and processing human body movement in healthcare applications”. Accepted in Journal of Systems Architecture Ed. Elsevier, ISSN: 1383-7621, 2011.
R. Chaves, J.M. Górriz, J. Ramírez, D. Salas-Gonzalez, I. Álvarez. “Efficient mining of association rules for the early diagnosis of Alzheimer's disease”, Accepted in Physics in Medicine and Biology Journal 2011.
P Padilla, J.M. Górriz, J. Ramírez, D. Salas, I A. Illán. “NMF-SVM Based CAD Tool Applied to Functional Brain Images for the Diagnosis of Alzheimer’s Disease”, Accepted in IEEE Transaction on Medical Imaging, volume XX, number X, pp XXX--XXX. IEEE 2011.

2012

F. J. Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Carlos García Puntonet, Diego Salas-Gonzalez: Computer Aided Diagnosis tool for Alzheimer's Disease based on Mann-Whitney-Wilcoxon U-Test. Expert Syst. Appl. 39(10): 9676-9685 (2012)
R. Chaves, J. Ramírez, Juan Manuel Górriz, Carlos García Puntonet: Association Rule-based feature selection method for Alzheimer's Disease Diagnosis. Expert Syst. Appl. XX(Y): ZZ-ZZ (2012)
R. Chaves, J. Ramírez, J. M. Górriz and I. A. Illán. Brain Functional Image Classification Using Association Rules Defined over Discriminant Regions. Accepted in Pattern Recognition Letters. 2012.
Fermín Segovia, Raúl Serrano, Juan M. Gorriz, , Javier Ramírez and Jesús González, C.G. Puntonet. A DSP embedded system. Application to digital Communication Systems. TAEE 2012, Jun, Vigo, Spain.
A. Gallix, J.M. Górriz, J. Ramírez, I.A. Illán, and E.W. Lang. SPECT Computer-Aided Diagnosis System based on the Empirical Mode Decomposition. KES 2012. Sep 2012, San Sebastián.
Chaves Rodríguez, Javier Ramírez, J.M. Górriz, Fermín Segovia. Effective voxel selection method over FDG-PET database based on Association Rules. KES 2012. Sep 2012, San Sebastián.
F. Segovia, J.M. Górriz, J. Ramírez, R. Chaves, I.A. Illán. Automatic differentiation between controls and Parkinson's disease DaTSCAN images using a Partial Least Squares scheme and the Fisher Discriminant Ratio. KES 2012. Sep 2012, San Sebastián.
A. Ortiz, J.M. Górriz, J. Ramírez, D. Salas. Optimized segmentation of Brain MRI using GHSOM and evolutive computing. KES 2012. Sep 2012, San Sebastián.
Alberto Olivares, Javier Ramírez , Juan Manuel Górriz, Gonzalo Olivares, Miguel Damas. Detection of (in)activity periods in human body motion using inertial sensors: a comparative study. Sensors-BASEL, 2012.
A. Gallix, Juan Manuel Górriz, J. Ramírez, I.A. Illán and E. Lang: On The Empirical Mode Decomposition Applied to the Analysis of Brain SPECT Images. Expert Syst. Appl. XX(Y): ZZ-ZZ (2012)
A. Ortiz, J.M. Górriz, J. Ramírez, D. Salas. "Unsupervised Neural Techniques Applied to MR Brain Image Segmentation," Advances in Artificial Neural Systems, vol. 2012, Article ID 457590, 7 pages, 2012. doi:10.1155/2012/457590.
Rosa Chaves, Javier Ramírez, Juan M Górriz, Ignacio A Illan, Manuel Gomez-Rio and Cristóbal Carnero. Effective Diagnosis of Alzheimer's Disease by means of Large Margin-based methodology. BMC Med Inform Decis Mak. 2012 Jul 31;12:79 2012
F. Segovia, J. M. Górriz, J. Ramírez, I. Álvarez, J. M. Jiménez-Hoyuela, and S. J. Ortega. Improved Parkinsonism Diagnosis using a Partial Least Squares based Approach. Med Phys. 2012 Jul;39(7):4395-403
I.A Illán, J. M. Górriz, J. Ramírez, F. Segovia, J. M. Jiménez-Hoyuela, and S. J. Ortega. Automatic assistance to Parkinson's Disease diagnosis in DaTSCAN SPECT imaging. Accepted in Medical Physics.
F. Segovia, Juan Manuel Górriz, J. Ramírez: Early diagnosis of Alzheimer's disease based on Partial Least Squares and Support Vector Machine. Expert Syst. Appl. XX(Y): ZZ-ZZ (2012)
R.M. Chaves, J. Ramirez, J. M. Gorriz, I. Alvarez, D. Salas. FDG and PIB Biomarker PET Analysis for the Alzheimer's Disease Detection Using Association Rules IEEE MIC 2012, Los Angeles CA, Nov 2012.
D. Salas-Gonzalez, J. M. Gorriz, J. Ramirez, F. J. Martinez, R. Chaves, F. Segovia, I. A. Illan, Intensity Normalization of FP-CIT SPECT in Patients with Parkinsonism Using the Alpha-Stable Distribution IEEE MIC 2012, Los Angeles CA, Nov 2012.
A. Rojas, J.M. Gorriz J. Ramirez, A. Gallix, I.A. Illan. Empirical Mode Decomposition as a feature extraction method for Alzheimer's Disease Diagnosis IEEE MIC 2012, Los Angeles CA, Nov 2012.
A Illan; Juan Manuel Gorriz; Javier Ramirez; Elmar W Lang; Diego Salas-Gonzalez; Carlos G Puntonet. Bilateral symmetry aspects in computer-aided Alzheimer's Disease diagnosis by single-photon computed-emission tomography imaging. Accepted in Artificial Intelligence in Medicine.
A. Rojas, J.M. Górriz, J. Ramírez, I.A. Illán, F.J. Martínez-Murcia, A. Ortiz, M. Gómez Río. Application of Empirical Mode Decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson Disease Original Research Article Expert Systems with Applications, In Press, Uncorrected Proof, Available online 1 December 2012.
R. Chaves, J. Ramírez, J.M. Górriz, for the Alzheimer’s Disease Neuroimaging Initiative. Integrating discretization and association rule-based classification for Alzheimer’s disease diagnosis Original Research Article Expert Systems with Applications, In Press, Corrected Proof, Available online 20 September 2012

2013

M.M. López, J.M. Górriz, J. Ramírez, M. Gómez-Río, J. Verdejo, J. Vas. Component-based technique for determining the effects of acupuncture for fighting migraine using SPECT images Original Research Article Expert Systems with Applications, Volume 40, Issue 1, January 2013, Pages 44-51
Javier Ramírez, J. M. Górriz, Diego Salas-Gonzalez, A. Romero, Míriam López, Ignacio Álvarez, Manuel Gómez-Río: Computer-aided diagnosis of Alzheimer's type dementia combining support vector machines and discriminant set of features. Inf. Sci. 237: 59-72 (2013)
F. Segovia, J.M. Górriz, J. Ramírez, D. Salas-González, I. Álvarez Early diagnosis of Alzheimer’s disease based on Partial Least Squares and Support Vector Machine Original Research Article Expert Systems with Applications, Volume 40, Issue 2, 1 February 2013, Pages 677-683
Diego Salas-Gonzalez, Juan M. Górriz, Javier Ramírez, Ignacio A. Illán, Elmar W. Lang Linear intensity normalization of FP-CIT SPECT brain images using the a-stable distribution Original Research Article NeuroImage, Volume 65, 15 January 2013, Pages 449-455.
A. Ortiz, J.M. Górriz, J. Ramírez, D. Salas-González, J.M. Llamas-Elvira Two fully-unsupervised methods for MR brain image segmentation using SOM-based strategies Original Research Article Applied Soft Computing, In Press, 2013.
Andrés Ortiz, J. M. Górriz, Javier Ramírez, Diego Salas-González, For the Alzheimer's Disease Neuroimaging Initiative. Improving MRI segmentation with probabilistic GHSOM and multiobjective optimization Original Research Article Neurocomputing, In Press, 2013
D. Salas, J. M. Górriz, Javier Ramírez, E. Lang A. Ortiz. Parameterization of the distribution of white and grey matter in MRI using the alpha-stable distribution. Computers in Biology and Medicine, In Press 2013.
Lang, E.W., Tomé, A.M., Keck, I.R., Górriz-Sáez, J.M., Puntonet, C.G. Brain connectivity analysis: A short survey 2012 Computational Intelligence and Neuroscience 2012 , art. no. 412512.
F. J. Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Carlos García Puntonet, I.A. Illán: Functional Activity Maps Based on Significance Measures and Independent Component Analysis. Computer Methods and Programs in Biomedicine. XX(X): YYY-YYY (2013)
F. Segovia, C. Bastin, E. Salmon, J. M. Górriz, J. Ramírez and C. Phillips. Automatic differentiation between AD and MCI combining PET data and psychological scores. PRNI 2013.
Andres Ortiz García, Juan M Gorriz, Javier Ramirez, Diego Salas-Gonzalez. Automatic ROI selection using SOM modelling in structural Brain MRI. 5th International Work-Conference on the Interplay between Natural and Artificial Computation (IWINAC), June 10-14, Mallorca, Spain.
Ignacio Alvarez Illan, Juan M Gorriz, Javier Ramirez, Diego Salas-Gonzalez, Francisco Jesús Martínez-Murcia, Fermin Segovia Roman, Carlos Puntonet. Automatic orientation of functional brain images for multiplataform software. 5th International Work-Conference on the Interplay between Natural and Artificial Computation (IWINAC), June 10-14, Mallorca, Spain.
Francisco Jesús Martínez-Murcia, Juan M Gorriz, Javier Ramirez, Ignacio Alvarez Illan, Carlos Puntonet. Texture Features Based Detection of Parkinson's Disease on DaTSCAN images. 5th International Work-Conference on the Interplay between Natural and Artificial Computation (IWINAC), June 10-14, Mallorca, Spain.
Pablo Padilla, Juan M Górriz, Javier Ramírez, Diego Salas-González, Ignacio Álvarez Illan. Early computer aided diagnosis of Parkinson’s disease based on nearest neighbor strategy and striatum activation threshold. 5th International Work-Conference on the Interplay between Natural and Artificial Computation (IWINAC), June 10-14, Mallorca, Spain.
Alberto Olivares, Gonzalo Ruiz-García, Gonzalo Olivares, Juan Manuel Górriz, Javier Ramírez. Determination of Validity of Input Data Used in Ellipsoid Fitting MARG Calibration Algorithms. Sensors-BASEL, 2012.
Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia: LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer's disease. Pattern Recognition Letters 34(14): 1725-1733 (2013)
Andrés Ortiz, Antonio Andrés Palacio Soler, Juan Manuel Górriz, Javier Ramírez, Diego Salas-Gonzalez: Segmentation of Brain MRI Using SOM-FCM-Based Method and 3D Statistical Descriptors. Comp. Math. Methods in Medicine 2013 (2013).

2014

Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Ignacio Álvarez Illán, A. Ortiz: Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging. Neurocomputing 126: 58-70 (2014)
F. Segovia, C. Bastin, E. Salmon, J. M. Górriz, J. Ramirez, C. Phillips. Combining PET images and neuropsychological test data for automatic diagnosis of Alzheimer's disease. Accepted in PLOS ONE. 2014
Antonio R. Hidalgo-Muñoz, Javier Ramírez, Juan M. Górriz, Pablo Padilla Regions of interest computed by SVM wrapped method for Alzheimer’s disease examination from segmented MRI. Frontiers in Aging Neuroscience. February 2014 | Volume 6 | Article 20 | 1. 2014.
Pablo Padilla, Juan M Górriz, Javier Ramírez, Diego Salas-González, Ignacio Álvarez Illan. Intensity normalization in the analysis of functional DaTSCAN SPECT images: the alpha-stable distribution-based normalization method vs other approaches. Neurocomputing XX: XX-XX (2014).
F.J. Martínez-Murcia, J. M. Górriz, J. Ramírez, M. Moreno, M. Gómez-Rio, Parametrization of Textural Patterns in 123I-ioflupane Imaging for the Automatic Detection of Parkinsonism, Medical Physics, Vol. 41, No.1, 2014.
A. Ortiz, J. M. Górriz, Javier Ramírez, Diego Salas-Gonzalez: Improving MR brain image segmentation using self-organising maps and entropy-gradient clustering. Inf. Sci. 262: 117-136 (2014)
A. Neubauer, Ana Maria Tomé, A. Kodewitz, J. M. Górriz, Carlos García Puntonet, Elmar Wolfgang Lang: Bidimensional Ensemble Empirical mode Decomposition of Functional Biomedical Images. Advances in Adaptive Data Analysis 6(1) (2014)
Ortiz, A.; Górriz, J.M.; Ramírez, J.; Martínez Murcia, F.J.:"Automatic ROI selection in structural brain MRI using SOM 3D projection". PLoS ONE. 2014, 9(4):1-12.
F. Segovia, J. M. Górriz, J. Ramirez, C. Phillips, Simon Baron-Cohen and J. Suckling. Identifying endophenotypes of autism: A multivariate approach. Accepted in Frontiers in Computational Neuroscience.. 2014
J.M. Górriz, J. Ramírez, A. Olivares, CG Puntonet, P Padilla, I Illan y D. Salas. A Simplified QRS Decision Stage Based on the DFT Coefficients. Sept, Lisboa, EUSIPCO 2014.
A. Brahim, J. Ramírez, J.M. Górriz and L. Khdher. 'Applications of Gaussian Mixture Models and Mean Square Error within DaTSCAN SPECT imaging' Paris Oct, ICIP 2014.
A. Brahim, JM Górriz , J. Ramirez L. Khedher. Linear intensity normalization of DaTSCAN images using Mean Square Error and a model-based clustering approach. InMed 2014. San Sebastián, Spain 9-11/07/2 .
Laila Khedher, J. Ramirez, JM Górriz, A. Brahim. Automatic classification of segmented MRI data combining Independent Component Analysis and Support Vector Machine. InMed 2014San Sebastián, Spain 9-11/07/2014
Pablo Padilla, Javier Ramírez, Juan Manuel Górriz, Diego Salas-González and Ignacio Álvarez-Illán Statistical Significance in the Selection of the Regions of Interest for Parkinson Brain Image Processing. InMed 2014 San Sebastián, Spain 9-11/07/2014
Andrés Ortiz; Juan M. Górriz; Javier Ramírez; Francisco J. Martínez-Murcia Multimodal image data fusion for Alzheimer’s Disease diagnosis by sparse representation . InMed 2014 San Sebastián, Spain 9-11/07/2014
F. J. Martínez-Murcia, J.M. Górriz, J. Ramírez, I.A. Illán, D. Salas-González, F.Segovia Projecting MRI brain images for the detection of Alzheimer's Disease. InMed 2014 San Sebastián, Spain 9-11/07/2014
Alberto Olivares, J.M. Górriz, J. Ramírez y Gonzalo Olivares, Gated Sensor Fusion: A way to Improve the Precision of Ambulatory Human Body Motion Estimation. InMed 2014 San Sebastián, Spain 9-11/07/2014
A. Meyer-Baese, C. Plant, and J.M. Górriz. Advanced Computer Vision Approaches in Biomedical Image Analysis. Computational and Mathematical Methods in Medicine Volume 2014 (2014) http://dx.doi.org/10.1155/2014/347265
F. Segovia, I. A. Illán, D. Salas-Gonzalez, F.J. Martinez-Murcia, C. Phillips, C. G. Puntonet, J. Ramirez and J. M. Górriz. PETRA: Multivariate analyses for neuroimaging data. Proceedings IWBBIO 2014. Granada 7-9 April, 2014
F. Retter, I. Alvarez, J. M. Górriz, J. Ramirez, M. Lobbes, G. Botella and A. Meyer-Baese "Real-Time Optical Flow with Theoretically Justified Warping Applied to Medical Imaging ", Computational and Mathematical Methods in Medicine, Submitted, 2014.
S. Hoffmann, I. Alvarez, J. M. Górriz, J. Ramirez, M. Lobbes, G. Botella and A. Meyer-Baese “High Accuracy Optical Flow Estimation Based on Robustification Variants Applied to Breast MRI Journal of Real-Time Image Processing”, International Journal of Computer Assisted Radiology and Surgery, Submitted, 2014.
I. Alvarez, J. M. Górriz, J. Ramirez, M. Lobbes, and A. Meyer-Baese. "Phenomenological Universalities: A Novel Concept Applied in the Diagnosis of Diagnostically Challenging Lesions". Accepted for publication SPIE Independent Component Analyses, Compressive Sampling, Large Data Analyses (LDA), Neural Net, Biosystems, and Nanoengineering.
J.M. Górriz, J. Ramírez, A. Olivares, P.Padilla, C.G. Puntonet, M. Cantón, P. Laguna. Real Time QRS Detection based on M-ary Likelihood Ratio Test on the DFT coefficients,Accepted in PLOS ONE, 2014.
Padilla, J.L., Padilla, P., Valenzuela-Valdés, J.F., Ramírez, J., Górriz, J.M. Document RF fingerprint measurements for the identification of devices in wireless communication networks based on feature reduction and subspace transformation. Measurement: Journal of the International Measurement Confederation 58, pp. 468-475
I.A. Illán, J. M. Górriz, J. Ramirez, A. Meyer Baese. Spatial Component Analysis of MRI data for Alzheimer's Disease Diagnosis: a Bayesian network approach. Accepted in Frontiers in Computational Neuroscience. 2014

2015

J.E. Arco, JM Górriz, J Ramirez, I.A. Illán and CG puntonet. Digital image analysis for automatic enumeration of malaria parasites using morphological operations. Accepted in Expert Systems With Applications. 2014
D. Salas-Gonzalez, Juan M. Gorriz, Javier Ramirez, Ignacio A. Illan, Pablo Padilla, Francisco J. Martinez Murcia, Elmar W. Lang. "Building a FP-CIT SPECT brain template using a posterization approach".Neuroinformatics, 2015.
D. Salas-Gonzalez, EW Lang, JM Gorriz and J Ramirez. A Posterization Strategy for the Registration of [123I]FP-CIT SPECT Brain Images. Proceedings of the 10th International Conference on Computer Vision Theory and Applications, volume 3, pp. 88-92. VISAPP 2015. Berlin 11/03/2015-14/03/2015. ISBN: 978-989-758-091-8.
D. Salas-González, Oliver Horeth, Elmar W. Lang, Juan M. Górriz, and Javier Ramírez. Study of the Histogram of the Hippocampus in MRI Using the α-stable Distribution. IWBBIO 2015, Part I, LNCS 9043, pp. 216–221, 2015.
A. Brahim, J. Ramirez, JM Górriz, L. Khedher, D. Salas. Comparison between different intensity normalization methods in 123 I-ioflupane Imaging for the Automatic Detection of Parkinsonism PLoS ONE, 2015.
A. Olivares, JM Gorriz, J. Ramirez, G. Olivares. Using Frequency Analysis to Improve the Precision of Human Body Posture Algorithms based on Kalman Filters Computers in Biology and Medicine, 2015.
A. Brahim, JM Górriz, J. Ramirez, L. Khedher. Intensity normalization of DaTSCAN SPECT imaging using a model-based clustering approach. Applied Soft Computing, 2015.
Andres Ortiz, Jorge Munilla, Ignacio Alvarez Illan, Juan Manuel Gorriz, Javier Ramírez. Exploratory graphical models of functional and structural connectivity patterns for Alzheimer's Disease diagnosis Frontiers in Computational Neuroscience. 2015.
Fermín Segovia, Ignacio Alvarez Illan, J.M. Górriz, Javier Ramírez, Axel Rominger, Johannes Levin. Distinguishing Parkinson’s disease from atypical Parkinsonian syndromes using PET data and a computer system based on support vector machines and Bayesian networks Frontiers in Computational Neuroscience. 2015.
L. Khedher, Javier Ramírez, Juan Manuel Górriz, A. Brahim, Fermín Segovia: Early diagnosis of Alzheimer's disease based on partial least squares, principal component analysis and support vector machine using segmented MRI images. Neurocomputing 151: 139-150 (2015)
F. Segovia, J.M. Górriz, J. Ramirez, C. Phillips for the Alzheimer’s Disease Neuroimaging Initiative Combining feature extraction methods to assist the diagnosis of Alzheimer’s disease. Current Alzheimer Research, Volume 13.
F.J. Martínez-Murcia, J.M. Gorriz, J. Ramírez and A Ortiz.. A Statistical Projection of MRI Brain Images for the Detection of Alzheimer's Disease Current Alzheimer Research, Volume 13
Manuel Gómez-Río, Manuel Moreno Caballero, J.M. Górriz and Adolfo Mínguez Castellanos Diagnosis of Neurodegenerative Diseases: the Clinical Approach Current Alzheimer Research, Volume 13.
D. Salas, JM Górriz, J. Ramírez and EW Lang. Combining regions of interest for the diagnosis of Alzheimer’s disease using SPECT brain images Current Alzheimer Research, Volume 13.
I. Krashenyi, J. Ramírez, A. Popov and JM Gorriz. Fuzzy inference system for Alzheimer’s disease diagnosis. Current Alzheimer Research, Volume 13.
S. Al-Baddai, A. Neubauer, A. M. Tome, V. Vigneron, D. Salas-González, J. M. Górriz, C. G. Puntonet and E. W. Lang. Functional biomedical images of AD: A Green’s function-based Empirical Mode Decomposition Study. Current Alzheimer Research, Volume 13.
M. Weiner, J.M. Górriz, J. Ramírez and I. Castiglioni. Editorial Statistical Signal Processing in the Analysis, Characterization and Detection of Alzheimer's Disease, Current Alzheimer Research, 2016, Vol. 13, No. 6.
JE. Arco Javier Ramírez, Carlos G. Puntonet, Juan Manuel Górriz, María Ruz Short-Term Prediction of MCI to AD Conversion Based on Longitudinal MRI Analysis and Neuropsychological Tests. Inmed 2015, Sep Japan.
J. Ramírez, J. M. Górriz, A. Ortiz, P. Padilla, F.J. Martínez-Murcia Ensemble Tree Learning Techniques for Magnetic Resonance Image Analysis. Inmed 2015 Sep. Japan.
J. Rodríguez, J. Ramírez, J. M. Górriz, P. Padilla, A. Ortiz. Short-Term MCI-to-AD Prediction Using MRI, Neuropsychological Scores and Ensemble Tree Learning Techniques. IEEE MIC 2015, Nov San Diego .USA
F. Segovia, J. M. Gorriz, J. Ramirez, J. Levin, M. Schuberth, M. Brendel, A. Rominger, G. Garraux, C. Phillips. Analysis of 18F-DMFP PET Data Using Multikernel Classification in Order to Assist the Diagnosis of Parkinsonism. IEEE MIC 2015, Nov San Diego USA
R Molina, J. M. Górriz, J. Ramírez and D. Salas. A Comparison among Several Methods for Building Templates in Functional Brain Imaging IEEE MIC 2015, Nov San Diego USA
Igor Krashenyi, Anton Popov, Javier Ramirez, J.M. Górriz. Fuzzy classification of Alzheimer’s disease using statistical moments. IEEE 36th International Conference on Electronics and Nanotechnology (ELNANO). Kyiv, Ukraine, April, 2015

2016

JE. Arco Javier Ramírez, Carlos G. Puntonet, Juan Manuel Górriz, María Ruz Improving Short-Term Prediction from Mci to Ad by Applying Searchlight Analysis. IEEE ISBI 2016, Apr. Prague.
Francisco Jesús Martinez‐Murcia, J.M. Gorriz, J. Ramirez, and A. Ortiz, A Structural Parametrization of the Brain using Hidden Markov Models-based Paths in Alzheimer's Disease. International Journal of Neural Systems. 2016
Andres Ortiz‐Garcia, Jorge Munilla, J.M. Gorriz, and J. Ramirez Ensembles of Deep Learning Architectures for the early diagnosis of Alzheimer’s Disease International Journal of Neural Systems. 2016
P. Sopena, R. Sánchez-Vañó, N. Testart, E. Triviño, JM Górriz, J. Ramírez, F. Segovia, C. Carnero, M. Gómez-Río, JM Llamas. Brodmann´s areas agreement between the early acquisition of FLORBETABEN-PET and FDG-PET. Multicenter study. EANM 2016 Oct, Barcelona Spain.
P. Sopena, M. Gómez-Río, R. Sánchez-Vañó, N. Testart, E. Triviño, JM Górriz, J. Ramírez, F. Segovia, C. Carnero, JM Llamas. DUAL-TIME-POINT OF [F-18]FLORBETABEN-PET SCAN. FDG-PET & FLORBETABEN-PET TWO IN ONE? ECCN 2016 March. Roma, Italy.
Igor Krashenyi, Anton Popov, Javier Ramirez, J.M. Górriz. Fuzzy computer-aided diagnosis of Alzheimer's disease using MRI and PET statistical features. IEEE 36th International Conference on Electronics and Nanotechnology (ELNANO). Kyiv, Ukraine, April, 2016
J. Ramírez, J. M. Górriz, F. J. Martinez-Murcia, F. Segovia and D. Salas-Gonzalez. Magnetic resonance image classification using nonnegative matrix factorization and ensemble tree learning techniques. 18th International Workshop on Multimedia Signal Processing 09/21/2016 - 09/23/2016, Montreal, Canada. MMSP 2016.
F. Segovia, M. García, J.M. Górriz, J. Ramírez and FJ Martinez-Murcia Assisting the diagnosis of neurodegenerative disorders using Principal Component Analysis and TensorFlow. 11th International Conference on. Soft Computing Models in Industrial and Environmental Applications. 19th – 21st October, SOCO 2016. SAN SEBASTIAN, SPAIN.
U. Vidal, FJ Martínez, J. M. Górriz, J. Ramírez, I.A. Illán, F Segovia, D. Salas. A Comparison among Several Methods for Building Templates in Functional Brain Imaging IEEE MIC 2016, Nov Strasburg, France.
D. Salas, J. M. Górriz, J. Ramírez, F.J Martínez, I.A. Illán and F. Segovia. MRI Brain Segmentation Using Hidden Markov Random Fields with Alpha-Stable Distributions IEEE MIC 2016, Nov Strasburg, France.
J. Ramírez, J. M. Górriz, J. Ramírez and D. Salas. A Comparison among Several Methods for Building Templates in Functional Brain Imaging IEEE MIC 2016, Nov Strasburg, France
J. Ramírez, J. M. Górriz, J. Ramírez and D. Salas. A Comparison among Several Methods for Building Templates in Functional Brain Imaging IEEE MIC 2016, Nov Strasburg, France
Laila Khedher, I.A. Illan, J.M. Gorriz, J. Ramirez, Abdelbasset Brahim, and Anke Meyer-Baese. “Independent Component Analysis‐Support Vector Machine-based Computer-Aided Diagnosis System for Alzheimer's with Visual Support. International Journal of Neural Systems. 2016
F. J. Martínez-Murcia, J.M. Górriz and J. Ramírez. Computer Aided Diagnosis in Neuroimaging. Book “Computer-aided Technologies", ISBN 978-953-51-4895-1. Intech Open Science.
Martínez-Murcia, Francisco; Lai, Meng-Chuan; Górriz, Juan; Ramírez, Javier; Young, Adam M. H. ; Deoni, Sean; Ecker, Christine; Lombardo, Michael; Baron-Cohen, Simon; Murphy, Declan; Bullmore, Ed; Suckling, John. Parsing out Acquisition Site Effects With Significance-Weighted Principal Component Analysis. Human Brain Mapping, 2016.
Shuihua Wang, Ming Yang, Sidan Du, Jiquan Yang, Bin Liu, Juan Manuel Gorriz, Javier Ramírez, Tifei Yuan, Yudong Zhang. Wavelet entropy and directed acyclic graph support vector machine for detection of patients with unilateral hearing loss in MRI scanning. Frontiers in Computational Neuroscience. 2016.

Advised PhD Dissertations

Oscar Pernía Fernández. Un Nuevo algoritmo de detección de señales basado en un modelo de distribución gaussiana conjunta, Marzo 2009. Calificación: Sobresaliente Cum Laude por unanimidad. Advisors: J.M. Górriz, C.G. Puntonet and I. Turias. UCA.
Ignacio Álvarez Illán. Análisis en Componentes de Imágenes Funcionales para la ayuda al diagnóstico de la Enfermedad de Alzheimer, Julio 2009. Calificación: Sobresaliente Cum Laude por unanimidad. Ph.D Award UGR. Advisors: J.M. Górriz, C.G. Puntonet y J. Ramírez. UGR.
Diego Salas Gonzalez. Nuevos Algoritmos de Registro y Clasificación de Imágenes Funcionales para la ayuda al diagnóstico de la Enfermedad de Alzheimer, Julio 2009. Calificación: Sobresaliente Cum Laude por unanimidad. Directores: J.M. Górriz y J. Ramírez. Ph.D Award UCA.
Miriam M. Lopez Perez. Nuevos modelos estadísticos para detección de patrones de hipo/perfusión-metabolismoen imágenes de tomografía funcional cerebral, Julio 2010. Calificación: Sobresaliente Cum Laude por unanimidad. Directores: J. Ramírez y J.M. Górriz. UGR.
Antonio Romero Moreno. Nuevos Paradigmas para el Análisis de Imágenes Tomográficas. Dic 2010. Calificación: Sobresaliente Cum Laude. Directores J. Ramirez, JM Gorriz y M Gomez Río. UGR
Segovia Román, Fermín, Análisis de imágenes funcionales cerebrales mediante modelos de mezcla de gaussianas y mínimcs cuadrados parciales para el diagnostic de alteraciones neurológicas, Mayo de 2011. Calificación. Sobresaliente Cum Laude por unanimidad. Directores: J..M. Górriz y J. Ramírez. UGR
Ortíz García, Andrés, Nuevos modelos híbridos para la segmentación de imágenes de resonancia magnetic. Julio, 2012. Calificación. Sobresaliente Cum Laude por unanimidad. Directores: J..M. Górriz y J. Ramírez.
Padilla de la Torre, Pablo, Aprendizaje Estadístico basado en Confianza Controlada y Transformaciones/Factorizaciones no Negativas para el Diagnóstico de Demencias, Nov, 2012. Calificación: Apto cum laude. Directores: J.M. Górriz y J. Ramírez. Ph.D Award UCA.
Rosa Chaves Rodríguez, Un Nuevo Modelo de la Interconectividad cerebral basado en Reglas de Asociación para la detección de alteraciones Neurológicas, April 2013, Calificación: Apto cum Laude, Directores: J. Ramírez y JM Górriz., UGR.
Alberto Olivares Vicente, Signal processing of magnetic and inertial sensor’s signals applied to human body motion monitory. Jul 2013, Calificación: Apto cum Laude, Directores: JM Górriz, G Olivares y J. Ramírez, UGR.
Abdelbasset Brahim. Brain imaging biomarker normalization, analysis and classification methods to characterize the progression of neurodegenerative diseases. Sobresaliente Cum Laude por unanimidad. Abril 2016. Directores: J. Ramírez and J.M. Górriz, UGR.

Awards

Ph.D Award by the University of Cádiz. Quinquennium (2000-2005) Jan 2006. Title: “Hybrid Algorithms for Time Series Modelling using ICA-AR techniques”. Key-words: Artificial Neural Networks, Blind Source Separation Algorithms, Matrix Decompositions, Statistical Learning Theory (VC theory). ISBN 84-96274-12-8.
"Albayzín" Award by Red de Tecnologías del Habla. Best Internacional Journal Paper Nov. 2006. Granted by the Red Temática de Tecnologías del Habla. “An effective cluster-based model for robust speech detection and speech recognition in noisy environments”, The Journal of Acoustical Society of America. Num 120, Issue 470 (2006). pp. 470-481. ISSN:0001-4966
"Andalucía Sociedad de la Información" Award by Junta de Andalucía, Spain. Nov. 2008 Best Project R+D: PETRI DENCLASES Ref PET2006-253.
UGR Social Council Award. Young Researchers Career. Nov 2010.
Ph.D Award by the University of Granada (year 2005/2006). Title: New Advances in Voice Activity Detection based on HOS and Optimization Strategies. Sep 2014.
Real Academia de Ingenieria Medal. Young Researchers Career. Nov 2015.