Gustavo Deco

Mario Senden, Rainer Goebel, Gustavo Deco: Structural connectivity allows for multi-threading during rest: The structure of the cortex leads to efficient alternation between resting state exploratory behavior and default mode processing. NeuroImage 60(4): 2274-2284 (2012)

Joana Cabral, Etienne Hugues, Morten L. Kringelbach, Gustavo Deco: Modeling the outcome of structural disconnection on resting-state functional connectivity. NeuroImage 62(3): 1342-1353 (2012)

Gustavo Deco, Etienne Hugues: Neural Network Mechanisms Underlying Stimulus Driven Variability Reduction. PLoS Computational Biology 8(3) (2012)

Joana Cabral, Etienne Hugues, Olaf Sporns, Gustavo Deco: Role of local network oscillations in resting-state functional connectivity. NeuroImage 57(1): 130-139 (2011)

Larissa Albantakis, Gustavo Deco: Changes of Mind in an Attractor Network of Decision-Making. PLoS Computational Biology 7(6) (2011)

Marco Loh, Gabriele Schmid, Gustavo Deco, Wolfram Ziegler: Audiovisual Matching in Speech and Nonspeech Sounds: A Neurodynamical Model. J. Cognitive Neuroscience 22(2): 240-247 (2010)

Gustavo Deco, Per Roland: The role of multi-area interactions for the computation of apparent motion. NeuroImage 51(3): 1018-1026 (2010)

Michael Breakspear, Viktor K. Jirsa, Gustavo Deco: Computational models of the brain: From structure to function. NeuroImage 52(3): 727-730 (2010)

Edmund T. Rolls, Fabian Grabenhorst, Gustavo Deco: Choice, difficulty, and confidence in the brain. NeuroImage 53(2): 694-706 (2010)

Andres Buehlmann, Gustavo Deco: Optimal Information Transfer in the Cortex through Synchronization. PLoS Computational Biology 6(9) (2010)

Núria Sebastián-Gallés, Fátima Vera Constán, Johan P. Larsson, Albert Costa, Gustavo Deco: Lexical Plasticity in Early Bilinguals Does Not Alter Phoneme Categories: II. Experimental Evidence. J. Cognitive Neuroscience 21(12): 2343-2357 (2009)

Gustavo Deco, Daniel Martí, Anders Ledberg, Ramon Reig, Maria V. Sanchez-Vives: Effective Reduced Diffusion-Models: A Data Driven Approach to the Analysis of Neuronal Dynamics. PLoS Computational Biology 5(12) (2009)

Gustavo Deco, Edmund T. Rolls: Stochastic Dynamics in the Brain and Probabilistic Decision-Making. Creating Brain-Like Intelligence 2009: 31-50

Antonio Fernández-Caballero, José Mira, Gustavo Deco: 50 years of artificial intelligence: A neuronal approach. Neurocomputing 71(4-6): 667-669 (2008)

Johan P. Larsson, Fátima Vera Constán, Núria Sebastián-Gallés, Gustavo Deco: Lexical Plasticity in Early Bilinguals Does Not Alter Phoneme Categories: I. Neurodynamical Modeling. J. Cognitive Neuroscience 20(1): 76-94 (2008)

Marco Loh, Anitha Pasupathy, Earl K. Miller, Gustavo Deco: Neurodynamics of the Prefrontal Cortex during Conditional Visuomotor Associations. J. Cognitive Neuroscience 20(3): 421-431 (2008)

Klaas Enno Stephan, Jorge J. Riera, Gustavo Deco, Barry Horwitz: The Brain Connectivity Workshops: Moving the frontiers of computational systems neuroscience. NeuroImage 42(1): 1-9 (2008)

Gustavo Deco, Viktor K. Jirsa, Peter A. Robinson, Michael Breakspear, Karl J. Friston: The Dynamic Brain: From Spiking Neurons to Neural Masses and Cortical Fields. PLoS Computational Biology 4(8) (2008)

Cornelia Beck, Umberto Olcese, Alberto Montagner, Stefan Ringbauer, Heiko Neumann, Antonio Frisoli, Rita Almeida, Massimo Bergamasco, Gustavo Deco: A neuroinspired cognitive behavioral control architecture for visually driven mobile robotics. ROBIO 2008: 2190-2196

Gustavo Deco, Daniel Martí: Deterministic analysis of stochastic bifurcations in multi-stable neurodynamical systems. Biological Cybernetics 96(5): 487-496 (2007)

Eirini Mavritsaki, Dietmar Heinke, Glyn W. Humphreys, Gustavo Deco: Suppressive effects in visual search: A neurocomputational analysis of preview search. Neurocomputing 70(10-12): 1925-1931 (2007)

Anja Stemme, Gustavo Deco, Astrid Busch: The neuronal dynamics underlying cognitive flexibility in set shifting tasks. Journal of Computational Neuroscience 23(3): 313-331 (2007)

Marco Loh, Edmund T. Rolls, Gustavo Deco: A Dynamical Systems Hypothesis of Schizophrenia. PLoS Computational Biology 3(11) (2007)

Eirini Mavritsaki, Dietmar Heinke, Glyn W. Humphreys, Gustavo Deco: The Spiking Search over Time and Space Model (sSoTS): Simulating Dual Task Experiments and the Temporal Dynamics of Preview Search. WAPCV 2007: 338-351

Miruna Szabo, Martin Stetter, Gustavo Deco, Stefano Fusi, Paolo Del Giudice, Maurizio Mattia: Learning to Attend: Modeling the Shaping of Selectivity in Infero-temporal Cortex in a Categorization Task. Biological Cybernetics 94(5): 351-365 (2006)

Daniel Martí, Gustavo Deco, Paolo Del Giudice, Maurizio Mattia: Reward-biased probabilistic decision-making: Mean-field predictions and spiking simulations. Neurocomputing 69(10-12): 1175-1178 (2006)

Franziska Koepke, Marco Loh, Albert Costa, Gustavo Deco: Neurodynamical approach to the picture-word interference effect. Neurocomputing 69(10-12): 1317-1321 (2006)

Edmund T. Rolls, Gustavo Deco: Attention in natural scenes: Neurophysiological and computational bases. Neural Networks 19(9): 1383-1394 (2006)

Miruna Szabo, Rita Almeida, Gustavo Deco, Martin Stetter: A neuronal model for the shaping of feature selectivity in IT by visual categorization. Neurocomputing 65-66: 195-201 (2005)

Gustavo Deco, Edmund T. Rolls: Sequential Memory: A Putative Neural and Synaptic Dynamical Mechanism. J. Cognitive Neuroscience 17(2): 294-307 (2005)

Gustavo Deco: The Computational Neuroscience ofVisual Cognition: Attention, Memory and Reward. WAPCV 2004: 100-117

Martin Stetter, Gustavo Deco, Mathäus Dejori: Large-Scale Computational Modeling of Genetic Regulatory Networks. Artif. Intell. Rev. 20(1-2): 75-93 (2003)

Silvia Corchs, Martin Stetter, Gustavo Deco: Systems-Level Neuronal Modeling of Visual Attentional Mechanisms. Artif. Intell. Rev. 20(1-2): 143-160 (2003)

Edmund T. Rolls, Gustavo Deco: Computational neuroscience of vision. Clarendon Press 2002, isbn 978-0-19-852488-5, pp. I-XVIII, 1-569

Luis F. Lago-Fernández, Gustavo Deco: A model of binocular rivalry based on competition in IT. Neurocomputing 44-46: 503-507 (2002)

Silvia Corchs, Gustavo Deco: A neurodynamical model to simulate neural activities in visual attention experiments. Neurocomputing 44-46: 759-767 (2002)

Gustavo Deco, Tai Sing Lee: A unified model of spatial and object attention based on inter-cortical biased competition. Neurocomputing 44-46: 775-781 (2002)

Dietmar Heinke, Gustavo Deco, Josef Zihl, Glyn W. Humphreys: A computational neuroscience account of visual neglect. Neurocomputing 44-46: 811-816 (2002)

Christian Näger, Jan Storck, Gustavo Deco: Speech recognition with spiking neurons and dynamic synapses: a model motivated by the human auditory pathway. Neurocomputing 44-46: 937-942 (2002)

Gustavo Deco, Edmund T. Rolls: A Neurodynamical Theory of Visual Attention: Comparisons with fMRI- and Single-Neuron Data. ICANN 2002: 3-8

Jan Storck, Frank Jäkel, Gustavo Deco: Learning spatio-temporal stimuli with networks of spiking neurons and dynamic synapses. Neurocomputing 38-40: 935-943 (2001)

Silvia Corchs, Gustavo Deco: Selective attention in visual search: A neural network of phase oscillators. Neurocomputing 38-40: 1151-1160 (2001)

Gustavo Deco, Josef Zihl: A Neurodynamical Model of Visual Attention: Feedback Enhancement of Spatial Resolution in a Hierarchical System. Journal of Computational Neuroscience 10(3): 231-253 (2001)

Jan Storck, Frank Jäkel, Gustavo Deco: Temporal clustering with spiking neurons and dynamic synapses: towards technological applications. Neural Networks 14(3): 275-285 (2001)

Silvia Corchs, Gustavo Deco: A neurodynamical model for selective visual attention using oscillators. Neural Networks 14(8): 981-990 (2001)

Gustavo Deco, Bernd Schürmann: Predictive Coding in the Visual Cortex by a Recurrent Network with Gabor Receptive Fields. Neural Processing Letters 14(2): 107-114 (2001)

Luis F. Lago-Fernández, Gustavo Deco: Simultaneous Parallel Processing of Object and Position by Temporal Correlation. IWANN (2) 2001: 64-71

Gustavo Deco: Biased Competition Mechanisms for Visual Attention in a Multimodular Neurodynamical System. Emergent Neural Computational Architectures Based on Neuroscience 2001: 114-126

Gustavo Deco, Bernd Schürmann: Information dynamics - foundations and applications. Springer 2000, isbn 978-0-387-95047-1, pp. I-XVI, 1-281

Gustavo Deco, Josef Zihl: Neurodynamical mechanism of binding and selective attention for visual search. Neurocomputing 32-33: 693-699 (2000)

Laura Martignon, Gustavo Deco, Kathryn B. Laskey, Mathew E. Diamond, Winrich Freiwald, Eilon Vaadia: Neural Coding: Higher-Order Temporal Patterns in the Neurostatistics of Cell Assemblies. Neural Computation 12(11): 2621-2653 (2000)

Rosaria Silipo, Gustavo Deco, Helmut Bartsch: Brain tumor classification based on EEG hidden dynamics. Intell. Data Anal. 3(4): 287-306 (1999)

Gustavo Deco, Bernd Schürmann: Spatiotemporal Coding in the Cortex: Information Flow-Based Learning in Spiking Neural Networks. Neural Computation 11(4): 919-934 (1999)

Gustavo Deco, Josef Zihl: A Neurodynamical Approach to Visual Attention. NIPS 1999: 10-16

Rosaria Silipo, Gustavo Deco, Rossano Vergassola, Helmut Bartsch: Dynamics extraction in multivariate biomedical time series. Biological Cybernetics 79(1): 15-27 (1998)

Dragan Obradovic, Gustavo Deco: Information Maximization and Independent Component Analysis: Is There a Difference? Neural Computation 10(8): 2085-2101 (1998)

Christian Schittenkopf, Gustavo Deco, Wilfried Brauer: Finit Automata-Models for the Investigation of Dynamical Systems. Inf. Process. Lett. 63(3): 137-141 (1997)

Gustavo Deco, Ralph Neuneier, Bernd Schürmann: Non-parametric Data Selection for Neural Learning in Non-stationary Time Series. Neural Networks 10(3): 401-407 (1997)

Christian Schittenkopf, Gustavo Deco, Wilfried Brauer: Two Strategies to Avoid Overfitting in Feedforward Networks. Neural Networks 10(3): 505-516 (1997)

Gustavo Deco, Lucas C. Parra: Non-linear Feature Extraction by Redundancy Reduction in an Unsupervised Stochastic Neural Network. Neural Networks 10(4): 683-691 (1997)

Christian Schittenkopf, Gustavo Deco: A Nonlinear Markovian Characterization of Time Series Using Neural Networks. Foundations of Computer Science: Potential - Theory - Cognition 1997: 481-488

Gustavo Deco, Bernd Schürmann: An Information-Theoretic Analysis of Temporal Coding Strategies by Spiking Central Neurons. ICANN 1997: 73-78

Rosaria Silipo, Gustavo Deco, Rossano Vergassola, Christian Schittenkopf, Celio Gremigni: Nonlinear Modelling of the Daily Heart Rhythm. ICANN 1997: 1083-1088

Gustavo Deco, Dragan Obradovic: An information-theoretic approach to neural computing. Perspectives in neural computing, Springer 1996, isbn 978-0-387-94666-5, pp. I-XIII, 1-261

Dragan Obradovic, Gustavo Deco: An information theory based learning paradigm for linear feature extraction. Neurocomputing 12(2-3): 203-221 (1996)

Gustavo Deco, Bernd Schürmann: Nonparametric Data Selection for Improvement of Parametric Neural Learning: A Cumulant-Surrogate Method. ICANN 1996: 121-126

Christian Schittenkopf, Gustavo Deco: An Information Theoretic Measure for the Classification of Time Series. ICANN 1996: 773-778

Laura Martignon, Kathryn B. Laskey, Gustavo Deco, Eilon Vaadia: Learning Exact Patterns of Quasi-synchronization among Spiking Neurons from Data on Multi-unit Recordings. NIPS 1996: 76-82

Lucas C. Parra, Gustavo Deco: Continuous Boltzmann machine with rotor neurons. Neural Networks 8(3): 375-385 (1995)

Gustavo Deco, Wilfried Brauer: Nonlinear higher-order statistical decorrelation by volume-conserving neural architectures. Neural Networks 8(4): 525-535 (1995)

Gustavo Deco, Dragan Obradovic: Linear redundancy reduction learning. Neural Networks 8(5): 751-755 (1995)

Gustavo Deco, Bernd Schürmann: Neural learning of chaotic dynamics. Neural Processing Letters 2(2): 23-26 (1995)

Gustavo Deco, Wilfried Brauer: Higher Order Statistical Decorrelation without Information Loss. NIPS 1994: 247-254

Gustavo Deco, Jürgen Ebmeyer: Coarse Coding Resource-Allocating Network. Neural Computation 5(1): 105-114 (1993)

Dragan Obradovic, Gustavo Deco, Herbert Furumoto, C. Fricke: Application of Neural Networks in Pulp Production. KI 1993: 376-383