Luigi Acerbi (@lacerbi)
github

lacerbi

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Top repositories

1

optimviz

Visualize optimization algorithms in MATLAB.
MATLAB
147
star
2

bamb2022-model-fitting

Tutorials on statistical model fitting (optimization, Bayesian inference) for Day 2 of BAMB! 2022.
MATLAB
23
star
3

workshop-nyu-2019

Introductory workshop to modeling and model fitting in cognitive and computational neuroscience
MATLAB
15
star
4

vbgmm

Variational Gaussian mixture model for MATLAB.
MATLAB
11
star
5

workshop-bristol-2019

Introductory workshop to modeling and model fitting in psychophysics and neuroscience
MATLAB
11
star
6

psybayes

Bayesian adaptive stimulus placement of psychometric function for MATLAB.
MATLAB
9
star
7

visvest-causinf

Bayesian comparison of causal inference strategies in multisensory heading perception
MATLAB
7
star
8

infbench

Benchmark of posterior and model inference algorithms for (moderately) expensive likelihoods.
MATLAB
6
star
9

bads

Bayesian Adaptive Direct Search (BADS) optimization algorithm for model fitting in MATLAB (old location)
5
star
10

ChangeProb

Human Online Adaptation to Changes in Prior Probability
MATLAB
5
star
11

lautils-mat

Luigi Acerbi's utility functions for MATLAB.
MATLAB
5
star
12

neurobench

Benchmark of derivative-free optimization algorithms applied to models in cognitive and neural science.
MATLAB
5
star
13

eissample

Ensemble (inversion) slice sampling: a robust, self-tuning MCMC method for posterior inference.
MATLAB
4
star
14

tics-2020-tutorial

Tutorial on computational modeling and statistical model fitting part of the *Trends in Computational Neuroscience* graduate course of the University of Geneva (2020).
Jupyter Notebook
4
star
15

mexxer

Template/interface generator for C code from MATLAB functions.
MATLAB
3
star
16

gmm1

1-D Gaussian mixture model toolbox for MATLAB.
MATLAB
3
star
17

multiESS

Multivariate effective sample size (mESS) of Markov chain in MATLAB.
MATLAB
3
star
18

padova2022-bayes

Tutorial on Bayesian model fitting with PyVBMC.
Jupyter Notebook
2
star
19

marglike

Computation of the marginal likelihood from MCMC output
2
star
20

gofit

Compute absolute goodness of fit via entropy estimation
MATLAB
2
star
21

nyu2023-bayes

Tutorial on Bayesian model fitting with (Py)VBMC.
Jupyter Notebook
2
star
22

ModelWork

MATLAB suite for model building and model fitting.
MATLAB
2
star
23

vbmc

Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference in MATLAB (old location)
2
star
24

ibl-2020-tutorial

Tutorial on computational modeling and statistical model fitting part of the IBL Computational Neuroscience course (2020).
Jupyter Notebook
1
star
25

gplite

Lite Gaussian process regression toolbox
MATLAB
1
star
26

cosmo-2017-tutorial

Tutorial on optimization and model fitting held at the CoSMo 2017 summer school.
MATLAB
1
star
27

intro-modeling-psych-2018

Materials for an intro workshop to modeling and model fitting in psychophysics and neuroscience
MATLAB
1
star
28

bayescausinf-models

Models of visuo-vestibular Bayesian causal inference
MATLAB
1
star
29

cosmo-2018-tutorial

Tutorial on optimization and model fitting held at the CoSMo 2018 summer school.
MATLAB
1
star
30

compstats-files

Repository of utility files for the Computational Statistics course.
1
star