• Stars
    star
    2
  • Language
    MATLAB
  • License
    MIT License
  • Created over 9 years ago
  • Updated over 9 years ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Fitting routines for moment-based estimation of a Generalized Quadratic Model (GQM)

More Repositories

1

GLMspiketraintutorial

Simple tutorial on Gaussian and Poisson GLMs for single and multi-neuron spike train data
MATLAB
91
star
2

neuroGLM

Fitting and analysis of trial-based neural spike responses with Generalized Linear Model (GLM).
MATLAB
67
star
3

GLMspiketraintutorial_python

Jupyter Notebook
46
star
4

GLMspiketools

Fitting and simulation of Poisson generalized linear model for single and multi-neuron spike trains (Pillow et al 2008).
MATLAB
35
star
5

LNPfitting

Linear-Nonlinear-Poisson (LNP) model fitting via Maximally-Informative-Dimensions (MID) / maximum likelihood
MATLAB
19
star
6

PYMentropy

Discrete entropy estimator using the Pitman-Yor mixture (PYM) prior
MATLAB
18
star
7

BinaryPursuitSpikeSorting

Detect synchronous and overlapped spikes in extracellular recordings using Binary Pursuit (Pillow et al 2013)
MATLAB
13
star
8

psytrack_learning

Extension of Psytrack to include learning
Jupyter Notebook
10
star
9

fastASD

Fast inference for high-D receptive fields using Automatic Smoothness Determination (ASD)
MATLAB
10
star
10

CDMentropy

Centered Dirichlet Mixture entropy estimator for binary data
MATLAB
9
star
11

adaptivePsychophysicsToolbox

For effective analysis and optimal experiment design for psychophysics experiments
MATLAB
9
star
12

StepRampMCMC

Cuda
6
star
13

gaudy-images

Code for "High-contrast 'gaudy' images improve the training of deep neural network models of visual cortex" by Cowley and Pillow, NeurIPS 2020.
Python
6
star
14

activelearningTCs

MATLAB
5
star
15

PoissonBalancedNets

Implementation of Balanced Spiking Networks with Poisson Neurons, from Rullan & Pillow 2019.
MATLAB
5
star
16

iSTAC

information-theoretic Spike-Triggered Average and Covariance (iSTAC) estimator for receptive fields
MATLAB
5
star
17

adaptiveOptimalTraining

adaptive optimal training of animal behavior
MATLAB
4
star
18

mTDRdemo

Self-contained code to demonstrate how to use mTDR.
MATLAB
4
star
19

VLR-STRF

variational low rank estimation for spatiotemporal receptive fields
MATLAB
2
star
20

multilinearRegression

MATLAB
2
star
21

GaussHermiteQuadrature

Gauss-Hermite Quadrature (for approximating integrals w.r.t. a Gaussian density)
MATLAB
2
star
22

CBEM

conductance-based encoding model
MATLAB
2
star
23

DRD

DRD model described in Wu et.al, 2014
MATLAB
1
star
24

invBlockTriDiag

Efficiently compute central and off-diagonal blocks of the inverse of a block-tridiagonal matrix
MATLAB
1
star
25

raisedCosineBasis

makes raised cosine basis with log scaling of x axis
MATLAB
1
star
26

neu314data

Datasets for "Mathematical Tools for Neuroscience" (NEU 314)
1
star