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Contact

Prof. Dr. Matthias Bethge

Address: Otfried-Müller-Str. 25
72076 Tübingen
Phone: +49 7071 29-89017
Fax: +49 7071 29-25015
E-Mail: mbethge

 

Picture of Bethge, Matthias, Prof. Dr.

Matthias Bethge

Position: Research Group Leader  Unit: Bethge

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Articles (40):

Froudarakis E , Berens P Person, Ecker AS Person, Cotton RJ , Sinz FH Person, Yatsenko D , Saggau P , Bethge M Person and Tolias AS Person (June-2014) Population code in mouse V1 facilitates readout of natural scenes through increased sparseness Nature Neuroscience 17(6) 851–857.
Ecker AS Person, Berens P Person, Cotton RJ , Subramaniyan M , Denfield GH , Cadwell CR , Smirnakis SM , Bethge M Person and Tolias AS Person (April-2014) State Dependence of Noise Correlations in Macaque Primary Visual Cortex Neuron 82(1) 235–248.
Lies J-P , Häfner RM Person and Bethge M Person (March-2014) Slowness and sparseness have diverging effects on complex cell learning PLoS Computational Biology 10(3) 1-11.
Gerhard HE Person and Bethge M Person (February-2014) Towards Rigorous Study of Artistic Style: A New Psychophysical Paradigm Art & Perception 2(1-2) 23-44.
Chagas AM , Theis L Person, Sengupta B Person, Stüttgen MC , Bethge M Person and Schwarz C (December-2013) Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents Frontiers in Neural Circuits 7(190) 1-17.
Theis L Person, Chagas AM , Arnstein D Person, Schwarz C and Bethge M Person (November-2013) Beyond GLMs: A Generative Mixture Modeling Approach to Neural System Identification PLoS Computational Biology 9(11) 1-9.
Sinz F Person and Bethge M Person (November-2013) What Is the Limit of Redundancy Reduction with Divisive Normalization? Neural Computation 25(11) 2809-2814.
Haefner RM Person, Gerwinn S Person, Macke JH Person and Bethge M Person (February-2013) Inferring decoding strategies from choice probabilities in the presence of correlated variability Nature Neuroscience 16(2) 235–242.
Gerhard HE Person, Wichmann FA Person and Bethge M Person (January-2013) How sensitive is the human visual system to the local statistics of natural images? PLoS Computational Biology 9(1) 1-15.
Baden T , Berens P Person, Bethge M Person and Euler T (January-2013) Spikes in Mammalian Bipolar Cells Support Temporal Layering of the Inner Retina Current Biology 23(1) 48–52.
Sinz F Person and Bethge M Person (January-2013) Temporal Adaptation Enhances Efficient Contrast Gain Control on Natural Images PLoS Computational Biology 9(1) 1-13.
Berens P , Ecker AS Person, Cotton RJ , Ma WJ , Bethge M Person and Tolias AS Person (August-2012) A Fast and Simple Population Code for Orientation in Primate V1 Journal of Neuroscience 32(31) 10618-10626.
Theis L Person, Hosseini R Person and Bethge M Person (July-2012) Mixtures of Conditional Gaussian Scale Mixtures Applied to Multiscale Image Representations PLoS ONE 7(7) 1-8.
Putzeys T , Bethge M Person, Wichmann F Person, Wagemans J and Goris R (April-2012) A New Perceptual Bias Reveals Suboptimal Population Decoding of Sensory Responses PLoS Computational Biology 8(4) 1-13.
Theis L Person, Gerwinn S Person, Sinz F Person and Bethge M Person (November-2011) In All Likelihood, Deep Belief Is Not Enough Journal of Machine Learning Research 12 3071-3096.
Ecker AS Person, Berens P Person, Tolias AS Person and Bethge M Person (October-2011) The effect of noise correlations in populations of diversely tuned neurons Journal of Neuroscience 31(40) 14272-14283.
Kitching T , Amara A , Gill M , Harmeling S Person, Heymans C , Massey R , Rowe B , Schrabback T , Voigt L , Balan S , Bernstein G , Bethge M Person, Bridle S , Courbin F , Gentile M , Heavens A , Hirsch M Person, Hosseini R Person, Kiessling A , Kirk D , Kuijken K , Mandelbaum R , Moghaddam B , Nurbaeva G , Paulin-Henriksson S , Rassat A , Rhodes J , Schölkopf B Person, Shawe-Taylor J , Shmakova M , Taylor A , Velander M , van Waerbeke L , Witherick D and Wittman D (September-2011) Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook Annals of Applied Statistics 5(3) 2231-2263.
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Macke J Person, Berens P Person and Bethge M Person (July-2011) Statistical analysis of multi-cell recordings: linking population coding models to experimental data Frontiers in Computational Neuroscience 5(35) 1-2.
Macke JH Person, Opper M and Bethge M Person (May-2011) Common Input Explains Higher-Order Correlations and Entropy in a Simple Model of Neural Population Activity Physical Review Letters 106(20) 1-4.
Macke JH Person, Gerwinn S Person, White LW , Kaschube M and Bethge M Person (May-2011) Gaussian process methods for estimating cortical maps NeuroImage 56(2) 570-581.
Berens P Person, Ecker AS Person, Gerwinn S Person, Tolias AS Person and Bethge M Person (March-2011) Reassessing optimal neural population codes with neurometric functions Proceedings of the National Academy of Sciences of the United States of America 108(11) 4423-4428.
Gerwinn S Person, Macke JH Person and Bethge M Person (February-2011) Reconstructing stimuli from the spike-times of leaky integrate and fire neurons Frontiers in Neuroscience 5(1) 1-16.
Sinz F Person and Bethge M Person (December-2010) Lp-Nested Symmetric Distributions Journal of Machine Learning Research 11 3409-3451.
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Hosseini R Person, Sinz FH Person and Bethge M Person (October-2010) Lower bounds on the redundancy of natural images Vision Research 50(22) 2213-2222.
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Bridle S , Balan ST , Bethge M Person, Gentile M , Harmeling S Person, Heymans C , Hirsch M Person, Hosseini R Person, Jarvis M , Kirk D , Kitching T , Kuijken K , Lewis A , Paulin-Henriksson S , Schölkopf B Person, Velander M , Voigt L , Witherick D , Amara A , Bernstein G , Courbin F , Gill M , Heavens A , Mandelbaum R , Massey R , Moghaddam B , Rassat A , Refregier A , Rhodes J , Schrabback T , Shawe-Taylor J , Shmakova M , van Waerbeke L and Wittman D (July-2010) Results of the GREAT08 Challenge: An image analysis competition for cosmological lensing Monthly Notices of the Royal Astronomical Society 405(3) 2044-2061.
Gerwinn S Person, Macke J Person and Bethge M Person (April-2010) Bayesian inference for generalized linear models for spiking neurons Frontiers in Computational Neuroscience 4(12) 1-42.
Ecker AS Person, Berens P Person, Keliris GA Person, Bethge M Person, Logothetis NK Person and Tolias AS Person (January-2010) Decorrelated Neuronal Firing in Cortical Microcircuits Science 327(5965) 584-587.
Gerwinn S Person, Macke JH Person and Bethge M Person (October-2009) Bayesian population decoding of spiking neurons Frontiers in Computational Neuroscience 3(21) 1-28.
Sinz FH Person, Gerwinn S Person and Bethge M Person (May-2009) Characterization of the p-Generalized Normal Distribution Journal of Multivariate Analysis 100(5) 817-820.
Eichhorn J Person, Sinz FH Person and Bethge M Person (April-2009) Natural Image Coding in V1: How Much Use is Orientation Selectivity? PLoS Computational Biology 5(4:e1000336) 1-16.
Macke JH Person, Berens P Person, Ecker AS Person, Tolias AS Person and Bethge M Person (February-2009) Generating Spike Trains with Specified Correlation Coefficients Neural Computation 21(2) 397-423.
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Bethge M Person (June-2006) Factorial coding of natural images: how effective are linear models in removing higher-order dependencies? Journal of the Optical Society of America A 23(6) 1253-1268.
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Silberberg G , Bethge M Person, Markram H , Pawelzik K and Tsodyks M (February-2004) Dynamics of Population Rate Codes in Ensembles of Neocortical Neurons Journal of Neurophysiology 91(2) 704-709.
Bethge M Person, Rotermund D and Pawelzik K (May-2003) Optimal neural rate coding leads to bimodal firing rate distributions Network 14(2) 303-319.
Bethge M Person, Rotermund D and Pawelzik K (February-2003) Second Order Phase Transition in Neural Rate Coding: Binary Encoding is Optimal for Rapid Signal Transmission Physical Review Letters 90(8:088104) 1-4.
Bethge M Person, Rotermund D and Pawelzik K (October-2002) Optimal Short-Term Population Coding: When Fisher Information Fails Neural Computation 14(10) 2317-2351.
Bethge M Person and Pawelzik K (June-2002) Population coding with unreliable spikes Neurocomputing 44-46 323-328.
Benda J , Bethge M Person, Henning M , Pawelzik K and Herz AVM (June-2001) Spike-frequency adaptation: Phenomenological model and experimental tests Neurocomputing 38-40 105-110.
Bethge M Person and Pawelzik K (June-2001) Synchronous inhibition as a mechanism for unbiased selective gain control Neurocomputing 38-40 483-488.
Bethge M Person, Pawelzik K and Geisel T (June-1999) Brief pauses as signals for depressing synapses Neurocomputing 26-27 1-7.

Conference papers (13):

Theis L Person, Sohl-Dickstein J and Bethge M Person (April-2013) Training sparse natural image models with a fast Gibbs sampler of an extended state space In: Advances in Neural Information Processing Systems 25, Twenty-Sixth Annual Conference on Neural Information Processing Systems (NIPS 2012), Curran, Red Hook, NY, USA, 1133-1141.
Gerwinn S Person, Berens P Person and Bethge M Person (April-2010) A joint maximum-entropy model for binary neural population patterns and continuous signals In: Advances in Neural Information Processing Systems 22, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 620-628.
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Macke JH Person, Gerwinn S Person, Kaschube M , White LE and Bethge M Person (April-2010) Bayesian estimation of orientation preference maps In: Advances in Neural Information Processing Systems 22, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 1195-1203.
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Sinz F Person, Simoncelli EP and Bethge M Person (April-2010) Hierarchical Modeling of Local Image Features through Lp-Nested Symmetric Distributions In: Advances in Neural Information Processing Systems 22, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 1696-1704.
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Berens P Person, Gerwinn S Person, Ecker AS Person and Bethge M Person (April-2010) Neurometric function analysis of population codes In: Advances in Neural Information Processing Systems 22, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 90-98.
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Sinz F Person and Bethge M Person (June-2009) The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction In: Advances in neural information processing systems 21, Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS 2008), Curran, Red Hook, NY, USA, 1521-1528.
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Gerwinn S Person, Macke J Person, Seeger M Person and Bethge M Person (September-2008) Bayesian Inference for Spiking Neuron Models with a Sparsity Prior In: Advances in neural information processing systems 20, Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Curran, Red Hook, NY, USA, 529-536.
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Bethge M Person and Berens P Person (September-2008) Near-Maximum Entropy Models for Binary Neural Representations of Natural Images In: Advances in neural information processing systems 20, Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Curran, Red Hook, NY, USA, 97-104.
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Macke JH Person, Zeck G Person and Bethge M Person (September-2008) Receptive Fields without Spike-Triggering In: Advances in neural information processing systems 20, Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Curran, Red Hook, NY, USA, 969-976.
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Seeger M Person, Gerwinn S Person and Bethge M Person (September-2007) Bayesian Inference for Sparse Generalized Linear Models In: ECML 2007, 18th European Conference on Machine Learning, Springer, Berlin, Germany, 298-309.
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Last updated: Friday, 17.01.2014