Neural correlates of sparse coding and dimensionality reduction

Spontaneous behaviors drive multidimensional, brainwide activity

(2019) Carsen Stringer et al.   SCIENCE

Conjunctive coding in an evolved spiking model of retrosplenial cortex.

(2018) Emily L. Rounds et al.   BEHAVIORAL NEUROSCIENCE

Motor Cortex Embeds Muscle-like Commands in an Untangled Population Response

(2018) Abigail A. Russo et al.   NEURON

Stimulus- and goal-oriented frameworks for understanding natural vision

(2018) Maxwell H. Turner et al.   NATURE NEUROSCIENCE

Cortical population activity within a preserved neural manifold underlies multiple motor behaviors

(2018) Juan A. Gallego et al.   Nature Communications

Revealing unobserved factors underlying cortical activity with a rectified latent variable model applied to neural population recordings

(2017) Matthew R. Whiteway et al.   JOURNAL OF NEUROPHYSIOLOGY

Neural Manifolds for the Control of Movement

(2017) Juan A. Gallego et al.   NEURON

Physiological Properties and Behavioral Correlates of Hippocampal Granule Cells and Mossy Cells

(2017) Yuta Senzai et al.   NEURON

Spatial Representations of Granule Cells and Mossy Cells of the Dentate Gyrus

(2017) Douglas GoodSmith et al.   NEURON

Barlow versus Hebb: When is it time to abandon the notion of feature detectors and adopt the cell assembly as the unit of cognition?

(2017) Howard Eichenbaum   NEUROSCIENCE LETTERS

Inference of neuronal functional circuitry with spike-triggered non-negative matrix factorization

(2017) Jian K. Liu et al.   Nature Communications

Effective Connectivity Reveals Largely Independent Parallel Networks of Face and Body Patches

(2016) Elsie Premereur et al.   CURRENT BIOLOGY

Why neurons mix: high dimensionality for higher cognition

(2016) Stefano Fusi et al.   CURRENT OPINION IN NEUROBIOLOGY

3D Visual Response Properties of MSTd Emerge from an Efficient, Sparse Population Code

(2016) M. Beyeler et al.   JOURNAL OF NEUROSCIENCE

Enhanced Spatial Resolution During Locomotion and Heightened Attention in Mouse Primary Visual Cortex

(2016) Patrick J. Mineault et al.   JOURNAL OF NEUROSCIENCE

Extracting spatial–temporal coherent patterns in large-scale neural recordings using dynamic mode decomposition

(2016) Bingni W. Brunton et al.   JOURNAL OF NEUROSCIENCE METHODS

Tracking the flow of hippocampal computation: Pattern separation, pattern completion, and attractor dynamics

(2016) James J. Knierim et al.   NEUROBIOLOGY OF LEARNING AND MEMORY

Anatomical Connections of the Functionally Defined “Face Patches” in the Macaque Monkey

(2016) Piercesare Grimaldi et al.   NEURON

Modeling the motor cortex: Optimality, recurrent neural networks, and spatial dynamics

(2016) Hirokazu Tanaka   NEUROSCIENCE RESEARCH

Stimulus features coded by single neurons of a macaque body category selective patch

(2016) Ivo D. Popivanov et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The “Parts and Wholes” of Face Recognition: A Review of the Literature

(2016) James W. Tanaka et al.   QUARTERLY JOURNAL OF EXPERIMENTAL PSYCHOLOGY

Stimulus-Driven Population Activity Patterns in Macaque Primary Visual Cortex

(2016) Benjamin R. Cowley et al.   PLoS Computational Biology

Using Matrix and Tensor Factorizations for the Single-Trial Analysis of Population Spike Trains

(2016) Arno Onken et al.   PLoS Computational Biology

Demixed principal component analysis of neural population data

(2016) Dmitry Kobak et al.   eLife

Denoising sound signals in a bioinspired non-negative spectro-temporal domain

(2015) C.E. Martínez et al.   DIGITAL SIGNAL PROCESSING

Simple Learned Weighted Sums of Inferior Temporal Neuronal Firing Rates Accurately Predict Human Core Object Recognition Performance

(2015) N. J. Majaj et al.   JOURNAL OF NEUROSCIENCE

State-Dependent Population Coding in Primary Auditory Cortex

(2015) M. Pachitariu et al.   JOURNAL OF NEUROSCIENCE

Olfactory bulb coding of odors, mixtures and sniffs is a linear sum of odor time profiles

(2015) Priyanka Gupta et al.   NATURE NEUROSCIENCE

Retrosplenial cortex maps the conjunction of internal and external spaces

(2015) Andrew S Alexander et al.   NATURE NEUROSCIENCE

Wiring cost and topological participation of the mouse brain connectome

(2015) Mikail Rubinov et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Questioning the role of sparse coding in the brain

(2015) Anton Spanne et al.   TRENDS IN NEUROSCIENCES

Causal Inference and Explaining Away in a Spiking Network

(2015) Rubén Moreno-Bote et al.   Scientific Reports

Reassessing Models of Basal Ganglia Function and Dysfunction

(2014) Alexandra B. Nelson et al.   Annual Review of Neuroscience

Cues, context, and long-term memory: the role of the retrosplenial cortex in spatial cognition

(2014) Adam M. P. Miller et al.   Frontiers in Human Neuroscience

Quantifying the signals contained in heterogeneous neural responses and determining their relationships with task performance

(2014) Marino Pagan et al.   JOURNAL OF NEUROPHYSIOLOGY

Spatiotemporal receptive fields of barrel cortex revealed by reverse correlation of synaptic input

(2014) Alejandro Ramirez et al.   NATURE NEUROSCIENCE

Dimensionality reduction for large-scale neural recordings

(2014) John P Cunningham et al.   NATURE NEUROSCIENCE

Encoding and decoding in parietal cortex during sensorimotor decision-making

(2014) Il Memming Park et al.   NATURE NEUROSCIENCE

Nonsensory target-dependent organization of piriform cortex

(2014) Chien-Fu F. Chen et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Performance-optimized hierarchical models predict neural responses in higher visual cortex

(2014) D. L. K. Yamins et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

An efficient automated parameter tuning framework for spiking neural networks

(2014) Kristofor D. Carlson et al.   Frontiers in Neuroscience

Cortical Control of Arm Movements: A Dynamical Systems Perspective

(2013) Krishna V. Shenoy et al.   Annual Review of Neuroscience

Context-dependent computation by recurrent dynamics in prefrontal cortex

(2013) Valerio Mante et al.   NATURE

The importance of mixed selectivity in complex cognitive tasks

(2013) Mattia Rigotti et al.   NATURE

Integration of visual motion and locomotion in mouse visual cortex

(2013) Aman B Saleem et al.   NATURE NEUROSCIENCE

Categorical Dimensions of Human Odor Descriptor Space Revealed by Non-Negative Matrix Factorization

(2013) Jason B. Castro et al.   PLoS One

Functional Neuroanatomy of the Basal Ganglia

(2013) J. L. Lanciego et al.   Cold Spring Harbor Perspectives in Medicine

Multiplexing Stimulus Information through Rate and Temporal Codes in Primate Somatosensory Cortex

(2013) Michael A. Harvey et al.   PLOS BIOLOGY

Efficient coding and the neural representation of value

(2012) Kenway Louie et al.   Annals of the New York Academy of Sciences

Compressed Sensing, Sparsity, and Dimensionality in Neuronal Information Processing and Data Analysis

(2012) Surya Ganguli et al.   Annual Review of Neuroscience

Responses of somatosensory area 2 neurons to actively and passively generated limb movements

(2012) Brian M. London et al.   JOURNAL OF NEUROPHYSIOLOGY

Precedence of the Eye Region in Neural Processing of Faces

(2012) E. B. Issa et al.   JOURNAL OF NEUROSCIENCE

Decorrelation and efficient coding by retinal ganglion cells

(2012) Xaq Pitkow et al.   NATURE NEUROSCIENCE

Experimental evidence for sparse firing in the neocortex

(2012) Alison L. Barth et al.   TRENDS IN NEUROSCIENCES

Olfactory Maps in the Brain

(2011) Venkatesh N. Murthy   Annual Review of Neuroscience

Convergence of Vestibular and Visual Self-Motion Signals in an Area of the Posterior Sylvian Fissure

(2011) A. Chen et al.   JOURNAL OF NEUROSCIENCE

Neural Mechanisms of Tactile Motion Integration in Somatosensory Cortex

(2011) Yu-Cheng Pei et al.   NEURON

Sparse Incomplete Representations: A Potential Role of Olfactory Granule Cells

(2011) Alexei A. Koulakov et al.   NEURON

Synaptic Mechanisms Underlying Sparse Coding of Active Touch

(2011) Sylvain Crochet et al.   NEURON

Pattern separation in the hippocampus

(2011) Michael A. Yassa et al.   TRENDS IN NEUROSCIENCES

Cortical Representation of Natural Complex Sounds: Effects of Acoustic Features and Auditory Object Category

(2010) A. M. Leaver et al.   JOURNAL OF NEUROSCIENCE

Connectivity reflects coding: a model of voltage-based STDP with homeostasis

(2010) Claudia Clopath et al.   NATURE NEUROSCIENCE

Neural Activity in Barrel Cortex Underlying Vibrissa-Based Object Localization in Mice

(2010) Daniel H. O'Connor et al.   NEURON

Modulation of Visual Responses by Behavioral State in Mouse Visual Cortex

(2010) Cristopher M. Niell et al.   NEURON

Convergence of Submodality-Specific Input Onto Neurons in Primary Somatosensory Cortex

(2009) Yu-Cheng Pei et al.   JOURNAL OF NEUROPHYSIOLOGY

Sparse temporal coding of elementary tactile features during active whisker sensation

(2009) Shantanu P Jadhav et al.   NATURE NEUROSCIENCE

A face feature space in the macaque temporal lobe

(2009) Winrich A Freiwald et al.   NATURE NEUROSCIENCE

What does the retrosplenial cortex do?

(2009) Seralynne D. Vann et al.   NATURE REVIEWS NEUROSCIENCE

Odor Representations in Olfactory Cortex: “Sparse” Coding, Global Inhibition, and Oscillations

(2009) Cindy Poo et al.   NEURON

Representations of Odor in the Piriform Cortex

(2009) Dan D. Stettler et al.   NEURON

The Representation of Stimulus Orientation in the Early Stages of Somatosensory Processing

(2008) S. J. Bensmaia et al.   JOURNAL OF NEUROSCIENCE

Inconvenient Truths about neural processing in primary motor cortex

(2008) Stephen H. Scott   JOURNAL OF PHYSIOLOGY-LONDON

Parietal cortex, navigation, and the construction of arbitrary reference frames for spatial information

(2008) Douglas Nitz   NEUROBIOLOGY OF LEARNING AND MEMORY

Higher Order Visual Processing in Macaque Extrastriate Cortex

(2008) Guy A. Orban   PHYSIOLOGICAL REVIEWS

Sparse Representation of Sounds in the Unanesthetized Auditory Cortex

(2008) Tomáš Hromádka et al.   PLOS BIOLOGY