Statistical mechanics of complex neural systems and high dimensional data

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

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

Spatial Information Outflow from the Hippocampal Circuit: Distributed Spatial Coding and Phase Precession in the Subiculum

(2012) S. M. Kim et al.   JOURNAL OF NEUROSCIENCE

Dynamic Flux Tubes Form Reservoirs of Stability in Neuronal Circuits

(2012) Michael Monteforte et al.   Physical Review X

Reconstruction of complete connectivity matrix for connectomics by sampling neural connectivity with fluorescent synaptic markers

(2011) Yuriy Mishchenko   JOURNAL OF NEUROSCIENCE METHODS

Sparse Incomplete Representations: A Potential Role of Olfactory Granule Cells

(2011) Alexei A. Koulakov et al.   NEURON

Statistical mechanics of learning orthogonal signals for general covariance models

(2010) David C Hoyle   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Sensitivity to perturbations in vivo implies high noise and suggests rate coding in cortex

(2010) Michael London et al.   NATURE

Role of Homeostasis in Learning Sparse Representations

(2010) Laurent U. Perrinet   NEURAL COMPUTATION

Fluorescence Applications in Molecular Neurobiology

(2010) Justin W. Taraska et al.   NEURON

Lensless wide-field fluorescent imaging on a chip using compressive decoding of sparse objects

(2010) Ahmet F. Coskun et al.   OPTICS EXPRESS

Stimulus-dependent suppression of chaos in recurrent neural networks

(2010) Kanaka Rajan et al.   PHYSICAL REVIEW E

Statistical Mechanics of Compressed Sensing

(2010) Surya Ganguli et al.   PHYSICAL REVIEW LETTERS

Significance Analysis and Statistical Mechanics: An Application to Clustering

(2010) Marta Łuksza et al.   PHYSICAL REVIEW LETTERS

Theory of Spike Timing-Based Neural Classifiers

(2010) Ran Rubin et al.   PHYSICAL REVIEW LETTERS

Dynamical Entropy Production in Spiking Neuron Networks in the Balanced State

(2010) Michael Monteforte et al.   PHYSICAL REVIEW LETTERS

Low-Dimensional Models for Dimensionality Reduction and Signal Recovery: A Geometric Perspective

(2010) Richard G Baraniuk et al.   PROCEEDINGS OF THE IEEE

Advances in Light Microscopy for Neuroscience

(2009) Brian A. Wilt et al.   Annual Review of Neuroscience

Compressed and Privacy-Sensitive Sparse Regression

(2009) Shuheng Zhou et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Statistical mechanics of sparse generalization and graphical model selection

(2009) Alejandro Lage-Castellanos et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

A typical reconstruction limit for compressed sensing based onLp-norm minimization

(2009) Y Kabashima et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Large Deviations of the Maximum Eigenvalue for Wishart and Gaussian Random Matrices

(2009) Satya N. Majumdar et al.   PHYSICAL REVIEW LETTERS

Message-passing algorithms for compressed sensing

(2009) David L. Donoho et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

From Sparse Solutions of Systems of Equations to Sparse Modeling of Signals and Images

(2009) Alfred M. Bruckstein et al.   SIAM REVIEW

A Simple Proof of the Restricted Isometry Property for Random Matrices

(2008) Richard Baraniuk et al.   CONSTRUCTIVE APPROXIMATION

Ome sweet ome: what can the genome tell us about the connectome?

(2008) Jeff W Lichtman et al.   CURRENT OPINION IN NEUROBIOLOGY

Compressed Sensing MRI

(2008) M. Lustig et al.   IEEE SIGNAL PROCESSING MAGAZINE

An Introduction To Compressive Sampling

(2008) E.J. Candes et al.   IEEE SIGNAL PROCESSING MAGAZINE

Single-pixel imaging via compressive sampling

(2008) Marco F. Duarte et al.   IEEE SIGNAL PROCESSING MAGAZINE

Sparse Coding via Thresholding and Local Competition in Neural Circuits

(2008) Christopher J. Rozell et al.   NEURAL COMPUTATION

Matching Categorical Object Representations in Inferior Temporal Cortex of Man and Monkey

(2008) Nikolaus Kriegeskorte et al.   NEURON

Exact Distribution of the Maximal Height ofpVicious Walkers

(2008) Grégory Schehr et al.   PHYSICAL REVIEW LETTERS

Memory traces in dynamical systems

(2008) S. Ganguli et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA