The Equivalence of Information-Theoretic and Likelihood-Based Methods for Neural Dimensionality Reduction

Saliency and Saccade Encoding in the Frontal Eye Field During Natural Scene Search

(2013) Hugo L. Fernandes et al.   CEREBRAL CORTEX

Diverse Suppressive Influences in Area MT and Selectivity to Complex Motion Features

(2013) Y. Cui et al.   JOURNAL OF NEUROSCIENCE

Learning Quadratic Receptive Fields from Neural Responses to Natural Stimuli

(2013) Kanaka Rajan et al.   NEURAL COMPUTATION

Maximally Informative “Stimulus Energies” in the Analysis of Neural Responses to Natural Signals

(2013) Kanaka Rajan et al.   PLoS One

Beyond GLMs: A Generative Mixture Modeling Approach to Neural System Identification

(2013) Lucas Theis et al.   PLoS Computational Biology

Inferring Nonlinear Neuronal Computation Based on Physiologically Plausible Inputs

(2013) James M. McFarland et al.   PLoS Computational Biology

Receptive field dimensionality increases from the auditory midbrain to cortex

(2012) Craig A. Atencio et al.   JOURNAL OF NEUROPHYSIOLOGY

Sufficient Dimension Reduction via Squared-Loss Mutual Information Estimation

(2012) Taiji Suzuki et al.   NEURAL COMPUTATION

Hierarchical representations in the auditory cortex

(2011) Tatyana O Sharpee et al.   CURRENT OPINION IN NEUROBIOLOGY

Minimal Models of Multidimensional Computations

(2011) Jeffrey D. Fitzgerald et al.   PLoS Computational Biology

Receptive Field Inference with Localized Priors

(2011) Mijung Park et al.   PLoS Computational Biology

Second Order Dimensionality Reduction Using Minimum and Maximum Mutual Information Models

(2011) Jeffrey D. Fitzgerald et al.   PLoS Computational Biology

Receptive field characterization by spike-triggered independent component analysis

(2009) A. B. Saleem et al.   JOURNAL OF VISION

Estimating linear–nonlinear models using Rényi divergences

(2009) Minjoon Kouh et al.   NETWORK-COMPUTATION IN NEURAL SYSTEMS

Dimensionality reduction for density ratio estimation in high-dimensional spaces

(2009) Masashi Sugiyama et al.   NEURAL NETWORKS

Beyond Poisson: Increased Spike-Time Regularity across Primate Parietal Cortex

(2009) Gaby Maimon et al.   NEURON

Hierarchical computation in the canonical auditory cortical circuit

(2009) C. A. Atencio et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The Consequences of Response Nonlinearities for Interpretation of Spectrotemporal Receptive Fields

(2008) G. B. Christianson et al.   JOURNAL OF NEUROSCIENCE

Spatio-temporal correlations and visual signalling in a complete neuronal population

(2008) Jonathan W. Pillow et al.   NATURE

Cooperative Nonlinearities in Auditory Cortical Neurons

(2008) Craig A. Atencio et al.   NEURON