Curriculum vitae Manuel Graña Romay Position: Full Professor, Dept. Computer Science Universidad del Pais Vasco Spain PhD in Computer Science since 1989 PUBLICATIONS BOOKS Francisco Sandoval, Alberto Prieto, Joan Cabestany, Manuel Graña (eds) Computational and ambient intelligence LNCS 4507 Springer Verlag 2007 ISBN 3-540-73006-0 Manuel Graña, Richard Duro (eds) Computational Intelligence for Remote Sensing Springer Verlag 2008 ISBN 978-3-540-79352-6 Paul Yingjun Cao, Hengda Cheng, Donald Hung, Cengiz Kahraman, Chung Wha Ngo, Yukio Ohsawa, Manuel Grana Romay, Mu Chun Su, Athanasios Vasilakos, Douglas Wang & Paul P. Wang (eds) INFORMATION SCIENCES 2007, Proceedings of the 10th Joint Conference World Scientific 2007 eISBN 978-981-270-967-7 S. Blair, U. Chakraborty, S.H. Chen, H.D. Cheng, D. Y.K. Chiu, S. Das, G. Denker, R. Duro, D. Hung, Z. Jian, E.E. Kerre, H.V. Leong, C.-T. Lu, J. Lu, M. Graña, D. Ventura, P.P. Wang, J. Wu, L. Maguire, C. Tseng, X. Yao, C. N. Zhang (eds) JCIS2005 Proceedings Duke University 2005, : Durham, NC ISBN ISBN 0-9707890-3-3 Manuel Graña, Richard Duro, Alicia d'Anjou, PaulP. Wang (eds) Information Processing with Evolutionary Algorithms: From industrial applications to academic speculations. Springer Verlag, 2004 ISBN 1-85233-866-0 K. Chen, S.H. Chen, H.D. Cheng, D. Y.K. Chiu, S. das, R. Duro, Z. Jian, N. Kasabov, E.E. Kerre, H.V. Leong, Q. Li, M. Lu, M. Graña, D. Ventura, P.P. Wang, J. Wu JCIS2003 Proceedings Duke University, 2003 ISBN 0-9707890-2-5 H.J. Caulfield, S.H. Chen, H.D. Cheng, R. Duro, V. Honavar, E.E. Kerre, M. Lu, M. Graña, T.K. Shih, D. Ventura, P.P. Wang, Y. Yang JCIS2002 Proceedings Duke University, 2003 ISBN 0-9707890-1-7 Richard Duro, Jose Santos, Manuel Graña Biologically inspired robot behavior engineering Springer Verlag, 2002 ISBN 3-7908-1513-6 Journal Special Issues Manuel Graña Evolutionary Algorithms, special issue Information Sciences 133 (3-4) 2001 ISSN 0020-0255 Manuel Graña, Peter Sussner Morphological Neural Networks, special issue Journal of Mathematical Imaging and Vision 19(2) 2003 ISSN 0924-9907 Manuel Graña, Richard Duro FEA2002, special issue Information Sciences 161 (3-4), 2004 JOURNAL AND BOOK PAPERS 1983 F.J. Torrealdea, M. Graña Some Ideas for a History Dynamics Model 1983 International System Dynamics Conference System Dynamics Society Boston, Massachussets (USA) JOURNAL AND BOOK PAPERS 1984 M. Graña, F.J. Torrealdea Hierarchically Structured Systems First Mini Euro Conf. on the Management and Modelling of Dynamic Systems EURO Association Brugges (Bélgica) Fco. Javier Torrealdea - Manuel Graña Some ideas for a history dynamics model. Dynamica 10: 103-106, 1984 JOURNAL AND BOOK PAPERS 1986 Manuel Graña - Fco. Javier Torrealdea Hierarchically structured Systems European Journal of Operational Research 25:20-26 1986 Fco. Javier Torrealdea - Manuel Graña - Fernando Ferreres A comparison between stochastic and deterministic simulation Advances in Modelling and Simulation 5:15-32 Indicadores de calidad (Índice de Impacto o similares): AMSE press T. Alvarez - J. J. Dolado - M. Graña - I. Sukia - F. J. Torrealdea Una versión de GPSS Revista Española de Informática y Automática 19: 45-59 M. Graña - F. J. Torrealdea - F. Ferreres - J. J. Dolado A GPSS-like hierarchical simulation language ESC'86, G.C. Vansteenkiste, E.J.H. Kerckhoffs, L. Dekker (eds.) pp 275-281 Society for Computer Simulation ISBN 0-911801-10-3 M. Graña - F. J. Torrealdea - F. Ferreres - J. J. Dolado Multifacetted modelling in system dynamics SDC'86, System Dynamics on the move, J. Aracil, J.A.D. Machuca, M. Krasky (eds.): 319-351 System Dynamics Society ISBN 84-600-4691-9 Gil - Aguinagalde - M. Graña - J. J. Dolado - F. J. Torrealdea Dynamical interaction between languages: Spanish and Basque SDC'86.System Dynamics on the move, J. Aracil, J.A.D. Machuca, M. Krasky (eds.): 25-50 System Dynamics Society ISBN 84-600-4691-9 JOURNAL AND BOOK PAPERS 1987 Luis M. Alonso - Manuel Graña Formal techniques and concurrent systems Communications ACM 30: 752- 753 JOURNAL AND BOOK PAPERS 1988 M. Graña - L. M. Alonso - F. J. Torrealdea - F. Ferreres Algebraic specification of a continuous simulation environment Simulation environments and symbol and number processing on multi and array processors, R.C. Hutsinger, W.J. Karplus, E.J.H. Kerckoffs, G.C. Vansteenkiste (eds.):136-140 Society for Computer Simulation ISBN 0-911801-39-1 JOURNAL AND BOOK PAPERS 1989 Manuel Graña - Fco. Javier Torrealdea - Alicia D'Anjou - Fernando Ferreres Semantic description of a GPSS-like hierarchical simulation Simulation Methodologies, Languages and Architectures , G. Iazeolla, A. Lehman, H.J. van den Herik (eds.): 91-96, Society for Computer Simulation ISBN 0-911801-56-1 JOURNAL AND BOOK PAPERS 1991 Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández Computational experiences with Boltzmann machines. Artificial Neural Networks. A.Prieto (ed.) LNCS 540 pp. 212-215 Springer Verlag ISBN 3-540-54537-9 JOURNAL AND BOOK PAPERS 1992 Manuel Graña An ADA based distributed simulation environment Modelling and Simulation 92, J.Stephenson (ed.): 290-293 Society for Computer Simulation ISBN 0-56555-013-7 Fecha: 1992 Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández Máquinas de Boltzmann para la resolución del problema de la satisfacibilidad en el cálculo proposicional Revista Española de Informática y Automática 24: 40-49 Asociación Española de Informática y Automática JOURNAL AND BOOK PAPERS 1993 Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández Solving satisfiability via Boltzmann machines IEEE Transactions on pattern analysis and machine intelligence 15: 514-521 M. C. Hernández - F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea High order Boltzmann machines for MAX-SAT and SAT ICANN´93, S. Gielen B. Kappen (eds.): 479-485 Springer Verlag ISBN 3-540-19839-3 M. Graña - A. D'Anjou - F. X. Albizuri - F. J. Torrealdea - M. C. Hernández Local stochastic competition and vector quantization New trends in neural computation ; J. Mira, J. Cabestany, A. Prieto (eds.) LNCS 686 pp 216- 222 Springer Verlag ISBN 3-540-56798-4 J. Miguel, M. Graña Towards the distributed implementation of discrete event simulation languages Decentralized and Distributed systems, M. Cosnar, R. Puigjaner (eds) pp. 355-366 North-Holland ISBN 0-444-81791-3 P. Larrañaga - M. Graña - A. D'Anjou - F. J. Torrealdea Genetic algorithms elitist probabilistic of degree 1: A generalization of simulated annealing Advances in Artificial Intelligence, Torasso (ed.) LNAI 728 pp: 208-217 Springer Verlag ISBN 3-540-57292-9, 0-387-72292-9 JOURNAL AND BOOK PAPERS 1994 M. Graña - A. D'Anjou - A.I. Gonzalez, F.X. Albizuri, M. Cottrell Local stochastic competition for vector quantization of images World congress on neural networks 94, P. Werbos, H. Szu, B. Widrow(eds.) vol 4, pp: 205-210 Lawrence Elbaum ISBN 0-8058-1745-X M. Graña - V. Lavín - A. D'Anjou - F. X. Albizuri - J. A. Lozano High order Boltzmann Machines applied to the Monk's problems ESANN'94. Verleyse (ed.): 117-122 D Facto Press, : Bruselas ISBN 2-96000049-1-4 M. Graña, A. d'Anjou, A.I. Gonzalez, F.X. Albizuri, M. Cottrell Local stochastic learning rule for image vector quantization Adaptive systems, intelligent approaches, massively parallel computing and emergent techniques in signal processing and communcations, D. Docampo, A.R. FIgueiras (eds) 219-222 Universidad de Vigo: ISBN 84-605-1547-8 JOURNAL AND BOOK PAPERS 1995 F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea - M. C. Hernández The high order Boltzmann machine: learned distribution and topology IEEE Transactions. on Neural Networks 6 (3).: 767-770 M. Graña - A. D'Anjou - A. I. González - F. X. Albizuri - M. Cottrell Competitive stochastic neural networks for vector quantization of images Neurocomputing:7: 187-195 A. I. González , M. Graña - A. D'Anjou An analysis of the GLVQ algorithm Referencia revista: IEEE Transactions on Neural Netwoks 6 (4): 1012-1016 M. Graña - A. D'Anjou - F.X. Albizuri -A. de la Hera, I. Garcia High-order Boltzmann Machines with continuous units: some experimental results From Natural to Artificial Computation, J. Mira, F. Sandoval (eds) LNCS 930 pp: 144-150 Springer Verlag ISBN 3-540-59497-3 JOURNAL AND BOOK PAPERS 1996 P. Larrañaga, C. Kuipers, R. Murga, Y. Yurramendi, M. Graña, J.A. Lozano, F.X. Albizuri, A. D'Anjou F. J. Torrealdea Genetic algorithms applied to Bayesian Networks Computational learning and probabilistic reasoning, A. Gammerman (ed): 211-234 John Wiley ISBN 0-471-96279-1 A. de la Hera, M. Graña, A. d'Anjou, F.X. Albizuri Application of High-Order Boltzmann Machines in OCR ESANN'96, M. Verleysen (ed): 199-204 D facto press, : Bruselas ISBN 2-96000049-6-5 A.I Gonzalez, M. Graña, A. d'Anjou, M. Cottrell On the application of competitive neural networks to time-varying clustering problems Spatiotemporal models in biological and artificial systems, F.L. Silva, JC Principe, LB Almeida (eds): IOS press ISBN 90-5199-304-8 49-55 M. Graña, A. D'Anjou , F.X. Albizuri, J.A. Lozano, P. Larrañaga, Y. Yurramendi, M. Hernandez, J.L. Jimenez, F. J. Torrealdea, M. Poza, A.I. Gonzalez Experimentos de aprendizaje con Máquinas de Boltzmann de alto orden Informática y Automática 29(4): 42-57 Asociación Española de informática y Automática JOURNAL AND BOOK PAPERS 1997 M. Graña, A. D'Anjou , F.X. Albizuri, M. Hernandez, F. J. Torrealdea, A.I. Gonzalez Experiments of fast learning with High Order Boltzmann Machines Applied Intelligence 7 (4) : 287-303 F.X. Albizuri, A. D'Anjou , M. Graña,J.A. Lozano Convergence properties of High-Order Boltzmann Machines Neural Networks 9(9): 1561- 1567 M. Graña, A. D´Anjou, F.J. Torrealdea User expectations for the intelligent blackboard Displays 17 (3-4): 143- 146 A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell A sensitivity analysis of the Self Organizing Map as an Adaptive One-pass Non-stationary Clustering algorithm: the case of Color Quantization of image sequences Neural Processing Letters 6: 77-89 F.X. Albizuri, A. D'Anjou, M. Graña, P. Larrañaga Structure of the high-order Boltzmann Machine from Independence Maps IEEE trans. Neural Networks 8 (6): 1351-1358 A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell Self Organizing Map for Adaptive Non-stationary Clustering: some experimental results on Color Quantization of image sequences ESANN’97, M. Verlysen (ed) pp 199-204 deFacto press ISBN 2-9600049-7-3 A. I. Gonzalez, M. Graña Competitive neural networks as adaptive algorithms for non-stationary clustering: experimental results on the Color Quantization of image sequences IJCNN97 vol 3 : 1602-1607 IEEE PRESS ISBN 0-7803-4122-8 A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri A near real-time evolutive strategy for adaptive Color Quantization of image sequences Joint Conf. Inf. Sciences 1997, P.P. Wang (ed) vol 1 : 69-72 Duke Univ., NC, USA ISBN 0-9643456-4-1 A. I. Gonzalez, M. Graña, J.A. Lozano, P. Larrañaga Experimental results of a Michigan-like Evolutionary Strategy for non-stationary Clustering Artificial Neural Nets and Genetic Algorithms; G D Smith, N C Steele and R F Albrecht (eds)pp.555-559 Springer-Verlag ISBN 3-211-83087-1 B.Raducanu, M. Graña An approach to face localization based on signature analysis Proc. Wokshop on Audio-Visual Speech Processing 1997; C. Benoit, R Campbell (eds)pp 109-112 ESCA ISSN 1018-4554 JOURNAL AND BOOK PAPERS 1998 B.Raducanu, M. Graña Robust and fast face localization on image sequences Euromedia’98, A. Verbraeck, M. Al-Akaidi (eds) pp 81-85 Society for Computer Simulation ISBN 1-56555-140-0 A. I. Gonzalez, M. Graña, A. D'Anjou, F.X. Albizuri, F.J Torrealdea A comparison of experimental results with a Evolution Strategy and Competitive Neural Networks for near realtime Color Quantization of image sequences Applied Intelligence : 8 (1) : 43-51 J.A. Lozano, P. Larrañaga, M. Graña Partitional cluster analysis with Genetic Algorithms: searching for the number of clusters Data Science, Classification, and Related Methods, C. Hayashi, K. Yajima, H.H. Bock, N. Ohsumi, Y. Tanaka, Y. Baba (eds)pp: 117-124 Springer Verlag ISBN 4-431-70208-3 B. Raducanu, M. Graña, A. d'Anjou, F.X. Albizuri ANN for facial information processing: a review of recent approaches ESANN'98, M. Verleysen (eds)pp: 369-375 dFacto press ISBN 2-9600049-8-1 A. I. Gonzalez, M. Graña, A. d'Anjou, F.J. Torrealdea Anticipation versus adaptation in Evolutionary Algorithms: The case of Non-Stationary Clustering Computing Anticipatory Systems: CASYS - First International Conference, D.M. Dubois (eds) AIP Conference Proceedings. Vol. 437 pp: 517-527 ISBN 1-56396-827-4, ISSN 0094-243X M. Graña, A. I. Gonzalez, B. Raducanu, I. Echave Fast face localization for mobile robots: signature analysis and color processing Intelligent robots and computer vision XVII: Algorithms, Techniques and Active Vision, D. P. Casasent (eds) SPIE Conference Proceedings. Vol. 3522 : . 387-398 ISBN 0-8194-2983-X A. I. Gonzalez, M. Graña Una estrategia evolutiva para clustering no estacionario Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial 2(5): 68-73 Asociación Española para la Inteligencia Artificial (AEPIA) ISSN: 1137-3601 JOURNAL AND BOOK PAPERS 1999 J.A. Lozano, P. Larrañaga, M. Graña, F.X. ALbizuri Genetic Algorithms: bridging the convergence gap Theoretical Computer Science 229 : 11-22 , M. Graña, A.I. Gonzalez, I. Echave Jesus Ruiz-Cabello VQ based image filtering Pattern Recognition and Image Analysis SNRFAI’99, M.I. Torres, A. Sanfeliu (eds) pp: 471-478 ISBN 84-95120-80-1 A.I. González, M. Graña, I. Echave, J. Ruiz-Cabello Bayesian VQ Image Filtering design with fast adaptation Competitive Neural Networks Engineering Applications of Bio-inspired Artificial Neural Networks J. Mira, J. V. Sanchez-Andres (eds) LNCS 1607: 341-249 Springer Verlag ISBN 3-540-66068-2 B. Raducanu, M. Pantic, L.J.M. Rothkrantz, M. Graña Automatic Eyebrow tracking using boundary chain codes ASCI'99, M. Boasson, J.A. Kaandorp, J.F.M. Tonino, M.G. Vosselman (eds) pp: 341-249 ISBN 90-803086-4-1 A.I. Gonzalez, M. Graña, M. Cottrell Basic competitive neural networks as adaptive mechanisms for non-stationary color quantization Neural Computing and Applications 8: 347-367 Springer Verlag ISSN 0941-0643 M. Graña, I. Echave Real-time optical flow computation based on adaptive color quantization by competitive neural networks Intelligent Robots and Computer Vision XVIII, D.P. Casasent (ed) SPIE Proceedings, vol. 3837: 165-174 ISBN.0-8194-3430-2 A.I. González, M. Graña Diseño mediante una estrategia evolutiva de filtros para imágenes basados en agrupamiento CAEPIA'99 pp: 106-113 ISBN 931170-2-1 JOURNAL AND BOOK PAPERS 2000 A.I. Gonzalez, M. Graña Experimental results of an Evolution Strategy for VQ Image Filtering Proc 5th JCIS, P.P. Wang (ed) pp: 1066-1069 Duke University, NC ISBN 0-9643456-9-2 A.I. Gonzalez, M. Graña Colour Quantization of Image Sequences using competitive neural networks Image Processing II: Mathematical Methods, Algorithms & Applications, J.M. Blackledge, M.J. Turner (eds) pp: 313-338 Horwood publishing ISBN 1-898563-61-6 A.I. Gonzalez, M. Graña, F.X. Albizuri, A. D'Anjou, F.J. Torrealdea A Near Real-Time Evolution-based Adaptation Strategy for Dynamic Color Quantization of Image Sequences Information Sciences, Int. J. 122: 161-183 J. Ruiz Cabello, I Rodriguez, P. Avilés, M. Graña, I. Echave, J. Regadera, D. Gargallo, M. Cortijo Magnetic resonance imaging to monitor the biology of inflammation European Biophysics Journal 29(4-5) : 363 ISSN: 0175-7571 I Rodriguez, M. Graña, I. Echave, P. Barreiro, M. Cortijo, J. Ruiz Cabello MR image processing using neural networks and vector quantization Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA) 11 supl 1: 143 Alicia d'Anjou, C. Sarasola, F.J. Torrealdea, M. Graña Parameter adaptive global synchronization of Lorenz chaotic systems AS-SPCC-2000 S. Haykin (ed) pp: 471-476 IEEE press ISBN 0-7803-5800-7 C. Sarasola, F.J. Torrealdea, Alicia d'Anjou, M. Graña Synchronisation of non identical chaotic systems Control of oscillations and chaos, F.L Chernousko, A.L. Fradkov (eds) pp: 475-479 ISBN 0-7803-6434-1 Monica Tellechea, Manuel Graña, Begoña Ortiz de Zarate On the application of Competitive Neural Networks for Unsupervised analysis of hyperespectral remote sensing images DASIA2000 pp: 465 -469 European Space Agency ISBN 92-9092-669-4 Bogdan Raducanu, Manuel Graña Morphological Networks for robust visual processing in mobile robotics IJCNN'2000, S-I Amari, C. Lee Giles, M. Gori, V. Piuri (eds) VI: 140-143 IEEE Press ISBN 0-7695-0619-4 Elsa Fernandez, Imanol Echave, Manuel Graña Increased robustness in visual processing with SOM-based filtering IJCNN'2000 S-I Amari, C. Lee Giles, M. Gori, V. Piuri (eds) VI: 131-134 IEEE Press ISBN 0-7695-0619-4 Elsa Fernandez, Imanol Echave, , Manuel Graña Competitive Neural Networks for robust computation of optical flow ESANN'2000, M. Verleysen(ed) pp: 89-94 D-Facto pubs ISBN 2-930307-00-5 M. Graña B. Raducanu A grayscale hit-or.-miss transform based on level sets ICIP’2000 IEEE Press ISBN 0-7803-6300-0 M. Graña , I. Echave, J. Ruiz-Cabello VQ based Bayesian image filtering ICIP’2000 IEEE Press ISBN 0-7803-6300-0 M. Graña, I. Rebollo Image indexing based on Vector Quantization Referencia libro: Internet Multimedia Management Systems, J.R. Smith, C. Le, S. Panchanathan, CC Jay Kuo (eds) Proc SPIE vol 4210: 256-261 ISBN 0-8194-3875-8 B. Raducanu, M. Graña Testing some morphological approaches to face localization Mathematical Morphology and its applications to image and signal processing, J. Goutsias, L. Vincent, D.S. Bloomberg (eds) pp: 415-424 Kluwer Acad. Pub. ISBN 0-7923-7862-8 B. Raducanu, M. Graña Face localization based on the morphological multiscale fingerprint 15th Int. Conf. Pattern Recognition ICPR2000, A. Sanfeliu, J.J. Villnueva, M. Vanrell, R. Alquezar, A.K. Jain, J. Kitter (eds) pp: 929 -932 IEEE press ISBN 0-7695-0750-6 F.X. Albizuri, A.I. Gonzalez, M. Graña, A. D'Anjou Neural learning for distributions on categorical data Neurocomputing 34: 1-9 JOURNAL AND BOOK PAPERS 2001 M. Graña B. Raducanu Morphological techniques for human face localization IMAGE PROCESSING III: Mathematical Methods, Algorithms & Applications , JONATHAN M.BLACKLEDGE, MARTIN J.TURNER, MICHAEL J.RYCROFT (eds) Horwood pubs ISBN 1-898563-72-1 B. Raducanu, M. Graña, F.X. Albizuri, A. D'Anjou Face localization based on the morphological multiscale fingerprints Pattern Recognition Letters 22: 359-371 A.I. Gonzalez, M. Graña, J. Ruiz-Cabello, A. d'Anjou Experimental results of an Evolution-based Adaptation Strategy for VQ Image Filtering Referencia revista: Information Sciences, Int. J. 133 (3-4): 249-266 M.C. Hernandez, F.X Albizuri, A. d'Anjou, M. Graña, F.J. Torrealdea Efficient solution of MAX-SAT and SAT via higher order Boltzmann Machines Investigacion Operacional, 22 (1) : 67-78 Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana A. d'Anjou,C. Sarasola, F.J. Torrealdea, R. Orduna, M. Graña Parameter adaptive identical synchronization disclosing Lorenz chaotic mask Physical Review E, E63 : 046213 M. Tellechea, M. Graña Application of competitive neural networks for unsupervised analysis os hyperspectral remote sensing images Image and signal processing for remote sensing VI, S.B.\ Serpico (ed) SPIE, vol 4170 ISBN 0-8194-3826-X B. Raducanu, M. Graña Visual self-localization with Morphological Neural Networks ESANN'2001, M. Verleysen (ed) pp: 25-30 dFacto Press ISBN 2-930307-01-3 B. Raducanu, M. Graña On the application of heteroassociative morphological memories to face localization Bio-inspired applications of connectionism, Jose Mira, ALberto Prieto (eds) LNCS 2085 pp: 563-570 Springer Verlag ISBN 3-540-42237-4 B. Raducanu, M. Graña Adaptive kernels for morphological heteroassociative neural networks Application of artificial neural networks in image processing VI Nasrabadi N.M., A.K. Katsaggelos (eds) SPIE, vol 4305 : 130-137 ISBN 0-8194-3983-5 B. Raducanu, M. Graña, P. Sussner Morphologica Neural Networks for vision-based self-localization Proc IEEE International Conf. Robotics and Automation ICRA 2001 Wook H. Kwon, Beom H. Lee (eds) pp: 2059-2064 IEEE Press ISBN 0-7803-6475--9 M. Graña, B. Raducanu Some applications of Morphologica Neural Networks Proc IEEE International Joint Conf. Neural Networks IJCNN'01 pp: 2218-2523 IEEE Press ISBN 0-7803-7046--5 B. Raducanu, M. Graña An approach to visual self-localization for mobile robots MESM'2001 pp: 65-69 SCS Europe ISBN 1-56555-230-X M. Graña, B. Raducanu On the application of morphological heteroassociative neural networks ICIP'2001 I. Pitas (ed) pp: 501-504 IEEE Press ISBN 0-7803-6727-8 JOURNAL AND BOOK PAPERS 2002 C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña Cost of synchronizing different chaotic systems Mathematics and Computers in Simulation 58: 309-327 J. Ruiz-Cabello, M. Cortijo, I. Echave, M. Graña y otros Monitoring actute inflammatory processes in the mouse muscle by MR imaging and spectroscopy: a comparision with pathological results NMR in Biomedicine 15: 204-214 B. Raducanu, M. Graña Increasing the Robustness of Heteroassociative Morphological Memories for Practical Applications Mathematical Morphology. Proc. of the VI International Symposium ISMM 2002 H. Talbot, R. Beare (eds) pp379-388 CSIRO Publishing, Australia ISBN 0-643-06804 C. Hernandez, M. Graña, F.J. Torrealdea On the study of Genetic Algorithms in the hard region of SAT JCIS'2002, H.J. Caulfield, S.H. Chen, H.D. Cheng, R. Duro, V. Honavar, E.E. Kerre, M. Lu, M. Graña, T.K. Shih, D. Ventura, P.P. Wang, Y. Yang (eds) pp598-601 ISBN 0-9707890-1-7 M. Graña, I. Echave, J. Ruiz-Cabello, M. Cortijo Segmentation of infected tissues in MRI based on VQBF filtering ICSP'02; Yuan B., Tang X. (eds) pp: 1540-1543 IEEE Press ISBN 0-7803-7488--6 D. Vicente, M. Graña Effect of color space in image indexing based on region CQ 2002 IEEE INt. Conf. on Systems, Man and Cybernetics, A. el Kamel, K. Mellouli, P. Borne (eds) IEEE Press ISBN 0-7803-7438-X M. Graña Robust estimation of the optical flow based on VQBF Biologically inspired robot behavior engineering; Richard Duro, Jose Santos, Manuel Graña (eds) pp351-364 Springer Verlag ISBN 3-7908-1513-6 B. Raducanu, P. Sussner, M. Graña Steps towards one-shot vision-based self-localization Biologically inspired robot behavior engineering; Richard Duro, Jose Santos, Manuel Graña (eds) pp: 265-294 Springer Verlag ISBN 3-7908-1513-6 M. Graña, B. Raducanu, P. Sussner, G. Ritter On endmember detection in hyperspectral images with morphological associative memories Advances in Artificial Intelligence- IBERAMIA 2002; F.J. Garijo, J.C. Riquelme, M. Toro (eds) LNAI 2527 pp: 526-535 Springer Verlag ISBN 3-540-00131-X Lopez de Ipina, K. Ezeiza, N. Bordel G Grana, M Morphological segmentation for speech processing in Basque Speech Synthesis, 2002. Proceedings of 2002 pp: 187- 190 IEEE Press ISBN 0-7803-7395-2 JOURNAL AND BOOK PAPERS 2003 C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña Feedback synchronization of chaotic systems Int. J. Bifurcation and Chaos 13(1): 177-191 B. Raducanu, M. Graña, F.X. Albizuri Morphological Scale Spaces and Associative Morphological Memories: Results on Robustness and Practical Applications Journal of Mathematical Imaging and Vision 9(2): 113-131 C. Sarasola, F.J. Torrealdea, A. d’Anjou, A. Moujaid, M. Graña, Nonzero error synchronization of chaotic systems via dynamic coupling Physica D 177(1-4): 39-49 R. Perez de Alejo, J. Ruiz-Cabello, M. Cortijo, I. Rodriguez, I. Echave, J. Regadera, J. Arrazola, P. Avilés, P. Barreiro, D. Gargallo, M. Graña Computer- Assisted Enhanced Volumetric Segmentation Magnetic Resonance Imaging Data Using a Mixture of Artificial Neural Networks Magnetic Resonance Imaging 21: 901-912 Lopez de Ipina K., M. Peña Garikano, G. Bordel, M. Graña Selection of lexical units for continuous speech recognition of Basque Actas VIII simposio INternacional de Comunicación Social, Santiago de Cuba, 20-24 Enero 2003 pp: 600-605 Centro de Lingüistica aplicada, Ministerio de Ciencia, tecnología y medio ambiente ISBN 959-7174-01-4 F. Xabier Albizuri, Manuel Graña, Bogdan Raducanu Statistical transmission delay guarantee for nonreal-time traffic multiplexed with real-time traffic Computer Communications 26: 1365-1375 Karmele Lopez de Ipina, Manuel Graña, Ekaitz Zulueta, Aitzol Ezeiza Selección de unidades léxicas para reconocimiento automático del habla continua en Euskera Procesamiento del Lenguage Natural, sept. 2003 31: 115-122 Manuel Graña, Peter Sussner, Gerhard Ritter Innovative applications of associative morphological memories for image processing and pattern recognition Mathware & Soft Computing 10(2-3): 155-168 M. Graña, J. Gallego Associative Morphological Memories for Endmember Induction IGARSS’2003 IEEE Press ISBN 0-7803-7930-6 Manuel Graña, Josune Gallego On the application of Associative Morphological Memories to Hyperspectral Image Analysis Artificial Neural Nets Problem Soving Methods (IWANN'2003) LNCS 2687 Parte II: 567-574 Springer Verlag ISBN 3-540-40211-x M. Graña, J. Gallego Associative morphological memories for spectral unminxing ESANN’2003, M. Verleysen (ed) pp: 481-486 dfacto press ISBN 2-930307-03-x M. Graña , P. Sussner, G. Ritter Associative morphological memories for endmember determination in spectral unmixing FUZZ-IEEE’2003 pp: 1285-1290 IEEE Press ISBN 0-7803-7811-3 M. Graña, J. Gallego Hyperespectral image analysis with associative morphological memories ICIP’2003 IEEE Press ISBN 0-7803-7751-6 Pablo Ayala, David Vicente, Iñigo Barandiaran, Manuel Graña Exploring Simple Visual Languages for Real Time Human-Computer Interaction VECIMS’2003 pp: . 107-112 IEEE Press ISBN 0-7803-7785-0 M. Graña, Josune Gallego, Carmen Hernandez A single individual evolutionary strategy for endmember search in hyperspectral images JCIS 2003, 7th Joint Conf. on Information Sciences pp: 363-366 Duke University, Association for Intelligent Machinery ISBN 0-9707980-2-5 K. Lopez de Ipina,M. Graña, N. Ezeiza, M. Hernandez, E. Zulueta, A. Ezeiza, C. Tovar Selection of lexical units for continous speech recognition of basque Progress in pattern recognition, speech and image análisis, A. Sanfeliu, J. Ruiz-Schulcloper (eds) LNCS 2905:. 244-250 Springer Verlag ISBN 3-540-20590-x K. Lopez de Ipina,M. Graña, N. Ezeiza, M. Hernandez, E. Zulueta, A. Ezeiza Decision tree-based context dependent sublexical units for continuous speech recognition of basque Progress in pattern recognition, speech and image análisis, A. Sanfeliu, J. Ruiz-Schulcloper (eds) LNCS 2905:. 259-265 Springer Verlag ISBN 3-540-20590-x M. Graña, J. Gallego More results on AMM for endmember induction Image and signal processing for remote sensing IX, Lorenzo Bruzzone (ed) : 316-327 SPIE Press vol 5238 ISBN 0-8194-5221-5 M. Graña, J. Gallego, Carmen Hernandez Further results on AMM for endmember induction IEEE 2003 Workshop on Advances in Techniques for Analysis of Remotely Sensed Data, Lorenzo Bruzzone (ed) IEEE Press ISBN 0-7803-8351-6 JOURNAL AND BOOK PAPERS 2004 M. Graña, J. Gallego, C. Hernandez A Single Individual Evolutionary Strategy for Endmember Search in Hyperspectral Images. Information Sciences, Int. J 161(3-4): 181-197 B. Raducanu, Manuel Graña, F.X. Albizuri, A. d'Anjou A Probabilistic Hit-and-Miss Tranform for Face Localization Pattern Análisis and Applications 7: 117-127 Elsa Fernandez, Manuel Graña, Jesús Ruiz-Cabello On a Gradient Based Evolution Strategie For Parametric Illumination Correction Electronics Letters 40(9): 531-532 Cecilia Sarasola, Francisco J. Torrealdea, Alicia d'Anjou, Abdel Moujahid, Manuel Graña Energy balance in feedback synchronization of chaotic systems Physical review E 69 doi 011606 E. Fernandez, M. Graña, J. Ruiz-Cabello An Instantaneous Memetic Algorithm for Illumination Correction CEC2004 IEEE Press ISBN 0-7803-8516-0 M. Graña, A. d'Anjou Feature Extraction by Linear Spectral Unmixing Knowledge-Based Intelligent Information and Engineering Systems. Part I, M. Negoita, R.J. Howlett, L.C. Jain (eds) LNAI 3213: 692-697 Springer Verlag ISBN 3-540-23318-0 E. Fernandez, M. Graña, J. Ruiz-Cabello Simultaneous Adaptive Segmentation and Parametric Correction of Illumination inhomogeneities in MRI MEDSIP2004 pp: 225-229 IEE Press ISBN 0-86431-439-7 Mikel Pajares, Pablo Ayala, Inmaculada Fajardo, David Vicente, Manuel Graña Usability analysis of a pointing gesture interface IEEE Int. Conf. Systems, Man & Cybernetics pp: 2652-2657 IEEE Press ISBN 0-7803-8567-5 JOURNAL AND BOOK PAPERS 2005 Gurutze Arzamendi, Alicia d'Anjou, Manuel Graña, José R. Leiza, José M. Asua Model reduction in emulsion polymerization using hybrid first principles/artificial neural networks models 2a Long Chain Branching Kinetics Macromol. Theory Simul. 14: 125-132 J.M. Martinez-Otzeta, B. Sierra, E. Lazkano, M. Ardaiz, A. Arruti, Y. Yurramendi, Manuel Graña On the construction and use of a bi-level multiclassifier for image analysis and automatic surface identification in robotics GESTS Interantional Transaction on COmputer Science and Engineering 5(1): 149-158 C. Sarasola, A. d'Anjou, F.J. Torrealdea, Manuel Graña Minimization of the energy flow in the synchronization of nonindentical chaotic systems Physical Review E 72:026223 Manuel Graña, Alicia d'Anjou, Xabier Albizuri Morphological memories for feature extraction in hyperspectral images ESANN 2005, Michael Verleysen, (ed.) pp: 497-502 dFacto press ISBN 2-930307-05-6 Diego Sal, Manuel Graña Introducing a Watermarking with a Multi-Objective Genetic Algorithm GECCO 2005 pp: 2219-2220 ACM Press ISBN 1-59593-010-8 Diego Sal, Manuel Graña Multi-Objective Genetic Algorithm for Semi-Fragile Watermarking JCIS 2005 pp: 520-523 Duke University, Association for Intelligent Machinery ISBN 0-9707890-3-3 Maite Garcia, Elsa Fernandez, Manuel Graña, F. Javier Torrealdea A gradient descent MRI illumination correction algorithm Computational Intelligence and Bioinspired Systems, IWANN 2005, Cabestany, Joan; Prieto, Alberto; Sandoval, Francisco (Eds.) LNCS 3512 : 913-920 Springer Verlag ISBN 3-540-26208-3 I. Villaverde, S. Ibañez, F. X. Albizuri, M. Graña Morphological neural networks for real-time vision based self-localization Soft Computing as transdisciplinary Science and Techonology, Proc. WSTST'05, Ajith Abrham, Y. Dote, T. Furuhashi, M. Köpen, A. Ohuchi, Y. Ohsawa (eds) pp: 70-79 Springer Verlag, Advances in Soft Computing ISBN 3-540-25055-7 Orlando Maldonado, David Vicente, Manuel Graña, CBIR Indexing Hyperspectral Images IGARSS 2005 IEEE Press ISBN 0-7803-9051-2 D. Sal, M. Graña Hyperspectral Image Watermarking with an Evolutionary Algorithm Referencia libro: Knowledge-Based Intelligent Information and Engineering Systems (KES 2005), Rajiv Khosla, Robert J. Howlett, and Lakhmi C. Jain (Eds.) LNAI 3681 : 833-839 Springer Verlag ISBN 3-540-28894-5 Orlando Maldonado, David Vicente, Manuel Graña, Alicia d'Anjou Content based retrieval of hyperspectral images using AMM induced endmembers Knowledge-Based Intelligent Information and Engineering Systems (KES 2005), Rajiv Khosla, Robert J. Howlett, and Lakhmi C. Jain (Eds.) LNAI 3681 : 827-832 Springer Verlag ISBN 3-540-28894-5 Manuel Graña, Orlando Maldonado, David Vicente Morphological independence and hyperspectral image indexing Mathematical Methods in Pattern and Image Analysis, Jaakko T. Astola, Ioan Tabus,; Junior Barrera, (eds) SPIE vol. 5916 pp: 213-222 ISBN 0-8194-5921-6 JOURNAL AND BOOK PAPERS 2006 M. Graña, R. Moreno, F.X. Albizuri Convex coordinates based on lattice independent sets as pattern features WCCI 2006, FUZZ-IEEE 2006 pp: 821-826 IEEE Press ISBN 0-7803-9490-9 Ana I. Gonzalez, Alicia d'Anjou, and Manuel Graña Convergence of SOM and NG as GNC algorithms WCCI 2006, IJCNN 2006 pp: 6578-6584 IEEE Press ISBN 0-7803-9490-9 D. Sal, M. Graña, A. d'Anjou A MOGA to place the Watermark in an Hyperspectral Image IGARSS 2006 IEEE Press ISBN 0-7803-9490-9 C. Hernández, J. Gallego, M. Graña On performance indices for unsupervised multispectral image classification IGARSS 2006 IEEE Press: ISBN 0-7803-9490-9 Ana I. González, Alicia D'Anjou, M. Teresa García-Sebastian, Manuel Graña SOM and Neural Gas as graduated nonconvexity algorithms M. Gavrilova et al. (eds) Computational Science and its Applications, ICCSA 2006, part 3, LNCS 3982 : 1143-1152 final: Springer Verlag ISBN 3-540-34075-0 C. Hernández, J. Gallego, M.T. Garcia-Sebastian, and M. Graña On clustering performance indices for multispectral images B. Gabrys, R.J. Howlett, and L.C. Jain (Eds.): KES 2006, Part III, , 2006. Springer-Verlag Berlin Heidelberg LNAI 4253 : 277--283 Springer Verlag ISBN 3-540-46542-1 C. Hernández, M. Graña, K. Lopez de Ipina, A. Arruti Modelos ocultos de Markov Aprendizaje Automático: conceptos básicos y avanzados, B. Sierra (ed.) 133-161 Pearson Educación ISBN 84-8322-318-X I. Villaverde, M. Graña , A. d'Anjou Morphological Neural Networks for Localization and Mapping CIMSA 2006 : 9-14 IEEE Press ISBN 1-4244-0245-X Andoni Beristain, Pablo Ayala, Mikel Pajares and Manuel Grana Innovae Emotional Trainer: An Interactive System to Measure People's Acting Skills VECIMS 2006, : 172-177 IEEE Press ISBN 1-4244-0243-3 I. Villaverde, M. Graña, and A. d'Anjou Morphological Neural Networks and Vision Based Mobile Robot Navigation Stefanos Kollias, Andreas Stafylopatis, Wodzisaw Duch, and Erkki Oja (Eds.), Artificial Neural Networks -- ICANN 2006 LNCS 4131 pp. 878-887 Springer Verlag ISBN 3-540-38625-4 F.J. Torrealdea, A. d'Anjou, Manuel Graña, C. Sarasola Energy aspects of the synchronization of model neurons Referencia revista: Physical Review E 74 : 011905 JOURNAL AND BOOK PAPERS 2007 Maite Garcia-Sebastián, Elsa Fernandez, M. Graña; Francisco J. Torrealdea , A parametric gradient descent MRI intensity inhomogeneity correction algorithm Pattern Recognition Letters 28(13) :1657 -1666 Ivan Villaverde, Alicia d'Anjou, M. Graña Morphological Neural Networks and Vision Based Simultaneous Localization and Mapping Integrated Computer-Aided Engineering 14(4) :355 final: 363 I. Villaverde, M. Graña, and A. d'Anjou Morphological Independence for Landmark Detection in Vision Based SLAM Computational and ambient intelligence, F. Sandoval, A. Prieto, J. Cabestany, M. Graña (eds) LNCS 4507 : 837 -844 Springer Verlag ISBN 3-540-73006-0 ISSN 0302-9743 Maite García-Sebastián, Ana I. Gonzalez, and Manuel Graña Derivation of SOM-like rules for intensity inhomogeneity correction in MRI Computational and ambient intelligence, F. Sandoval, A. Prieto, J. Cabestany, M. Graña (eds) LNCS 4507 pp: Springer Verlag ISBN 3-540-73006-0 669 -676 ISSN 0302-9743 Manuel Graña, Ivan Villaverde, Ramon Moreno, and Francisco X. Albizuri Convex coordinates from lattice independent sets for visual pattern recognition Computational Intelligence Based on Lattice Theory, G. Ritter, V. Kaburlasos (eds) pp99 -126 Springer Verlag ISBN 978-3-540-72686-9 Zelmar Echegoyen and Alicia d'Anjou and Manuel Graña Modeling a Legged Robot for Visual Servoing Computational Science and Its Applications -- ICCSA 2007, Osvaldo Gervasi and Marina L. Gavrilova (eds) LNCS 4707 : 798 -810 Springer Verlag ISBN 978-3-540-74482-5 Maite García-Sebastián and Manuel Graña SOM for intensity inhomogeneity correction in MRI ESANN 2007, M. Verleysen (ed) pp: 109 - 114 d-side publications ISBN 2-930307-07-2 Ramon Moreno, Manuel Grana Romay, Miguel Angel Veganzones A Remote Mycological Assistant IDAACS'2007, Anatoly Sachenko, Peter J. A. Reusch, Richard Duro, Wieslaw Winiecki, (eds) pp.:408 -412 IEEE Press ISBN 1-4244-1348-6 I. Villaverde, M. Graña, and J.L. Jimenez Lattice Independence and Vision Based Mobile Robot Navigation Knowledge-Based Intelligent Information and Engineering Bruno Apolloni, Robert J. Howlett, and Lakhmi Jain (Eds.) LNAI 4693: 1196 -1203 Springer Verlag ISBN 978-3-540-74826-7 Zelmar Echegoyen, Alicia d’Anjou, and Manuel Graña Contribution to legged robot visual servoing Knowledge-Based Intelligent Information and Engineering Bruno Apolloni, Robert J. Howlett, and Lakhmi Jain (Eds.) LNAI 4693 Páginas, inicial: 1179 final: 1186 Fecha: Editorial (si libro): Springer Verlag Lugar de publicación: ISBN 978-3-540-74826-7 Systems, KES 2007, Systems, KES 2007, I. Cearreta J.M. López K. López de Ipiña, M.Hernandez N. Garay M. Graña A. Álvarez Affective Computing as a component of Ambient Intelligence INFORMATION SCIENCES 2007, Proceedings of the 10th Joint Conference, Paul Yingjun Cao, Hengda Cheng, Donald Hung, Cengiz Kahraman, Chung Wha Ngo, Yukio Ohsawa, Manuel Grana Romay, Mu Chun Su, Athanasios Vasilakos, Douglas Wang \& Paul P. Wang (eds), pp: 1580-1586 World Scientific ISBN eISBN 978-981-270-967-7 M. Graña, J.L. Jimenez and C. Hernandez Lattice Independence, Autoassociative Morphological Memories and unsupervised segmentation of Hyperspectral Images INFORMATION SCIENCES 2007, Proceedings of the 10th Joint Conference, Paul Yingjun Cao, Hengda Cheng, Donald Hung, Cengiz Kahraman, Chung Wha Ngo, Yukio Ohsawa, Manuel Grana Romay, Mu Chun Su, Athanasios Vasilakos, Douglas Wang \& Paul P. Wang (eds), pp: 1624-1631 World Scientific ISBN eISBN 978-981-270-967-7 Jose Orlando Maldonado, David Vicente Herrera, Manuel Graña Romay Visual texture characterization of recycled paper quality Innovations in Hybrid Intellligent Systems Advnces in Soft Computing 44 pp: 288- 295 Springer Verlag ISBN 978-3-540-74971-4 M. Graña State of the art in lattice computing for artificial intelligence applications Mathematical and Computational Models, R. Nadarajan R. Anitha, C. Porkodi (eds) pp: 233 -242 Narosa Publishing House ISBN 978-81-7319-882-3 Israel Rebollo, Manuel Graña Gestión Multiagente de Almacenes Usando RFID 1 jornadas científicas sobre RFID, A. García, J. Bravo, R. Hervás, J.C. Encinas, Gabriel Chavira, Salvador W. Nava, J. M. Pastor, P. García, J. G.Escribano (EDS) pp: 7 -12 ISBN 978-84-612-0542-4