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Projects in Awesome Lists by lacerbi

A curated list of projects in awesome lists by lacerbi .

https://github.com/lacerbi/optimviz

Visualize optimization algorithms in MATLAB.

matlab optimization optimization-algorithms visualization

Last synced: 01 Nov 2024

https://github.com/lacerbi/bamb2022-model-fitting

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

Last synced: 24 Oct 2024

https://github.com/lacerbi/workshop-nyu-2019

Introductory workshop to modeling and model fitting in cognitive and computational neuroscience

computational-neuroscience matlab modeling optimization tutorial

Last synced: 24 Oct 2024

https://github.com/lacerbi/workshop-bristol-2019

Introductory workshop to modeling and model fitting in psychophysics and neuroscience

computational-neuroscience matlab modeling optimization tutorial

Last synced: 24 Oct 2024

https://github.com/lacerbi/vbgmm

Variational Gaussian mixture model for MATLAB.

Last synced: 24 Oct 2024

https://github.com/lacerbi/psybayes

Bayesian adaptive stimulus placement of psychometric function for MATLAB.

Last synced: 24 Oct 2024

https://github.com/lacerbi/visvest-causinf

Bayesian comparison of causal inference strategies in multisensory heading perception

data modeling multisensory-integration visuo-vestibular-interaction

Last synced: 24 Oct 2024

https://github.com/lacerbi/changeprob

Human Online Adaptation to Changes in Prior Probability

bayesian-inference change-point-detection data modeling psychophysics

Last synced: 24 Oct 2024

https://github.com/lacerbi/lautils-mat

Luigi Acerbi's utility functions for MATLAB.

Last synced: 24 Oct 2024

https://github.com/lacerbi/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).

computational-neuroscience modeling optimization python tutorial

Last synced: 24 Oct 2024

https://github.com/lacerbi/gmm1

1-D Gaussian mixture model toolbox for MATLAB.

Last synced: 24 Oct 2024

https://github.com/lacerbi/eissample

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

Last synced: 24 Oct 2024

https://github.com/lacerbi/neurobench

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

benchmark cognitive-science computational-neuroscience modeling optimization

Last synced: 24 Oct 2024

https://github.com/lacerbi/infbench

Benchmark of posterior and model inference algorithms for (moderately) expensive likelihoods.

approximate-inference benchmark computational-neuroscience model-selection modeling

Last synced: 24 Oct 2024

https://github.com/lacerbi/mexxer

Template/interface generator for C code from MATLAB functions.

Last synced: 24 Oct 2024

https://github.com/lacerbi/multiess

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

Last synced: 24 Oct 2024

https://github.com/lacerbi/modelwork

MATLAB suite for model building and model fitting.

Last synced: 24 Oct 2024

https://github.com/lacerbi/bads

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

bayesian-optimization log-likelihood matlab noiseless-functions noisy-functions optimization-algorithms

Last synced: 24 Oct 2024

https://github.com/lacerbi/padova2022-bayes

Tutorial on Bayesian model fitting with PyVBMC.

Last synced: 24 Oct 2024

https://github.com/lacerbi/nyu2023-bayes

Tutorial on Bayesian model fitting with (Py)VBMC.

bayesian-inference matlab model-fitting python

Last synced: 24 Oct 2024

https://github.com/lacerbi/gofit

Compute absolute goodness of fit via entropy estimation

entropy estimator goodness-of-fit

Last synced: 24 Oct 2024

https://github.com/lacerbi/ibl-2020-tutorial

Tutorial on computational modeling and statistical model fitting part of the IBL Computational Neuroscience course (2020).

Last synced: 24 Oct 2024

https://github.com/lacerbi/cosmo-2017-tutorial

Tutorial on optimization and model fitting held at the CoSMo 2017 summer school.

Last synced: 24 Oct 2024

https://github.com/lacerbi/cosmo-2018-tutorial

Tutorial on optimization and model fitting held at the CoSMo 2018 summer school.

Last synced: 24 Oct 2024

https://github.com/lacerbi/gplite

Lite Gaussian process regression toolbox

Last synced: 24 Oct 2024

https://github.com/lacerbi/marglike

Computation of the marginal likelihood from MCMC output

Last synced: 24 Oct 2024

https://github.com/lacerbi/intro-modeling-psych-2018

Materials for an intro workshop to modeling and model fitting in psychophysics and neuroscience

Last synced: 24 Oct 2024

https://github.com/lacerbi/lacerbi

Personal website of Luigi Acerbi, Ph.D.

Last synced: 24 Oct 2024

https://github.com/lacerbi/vbmc

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

bayesian-inference data-analysis gaussian-processes machine-learning matlab variational-inference

Last synced: 24 Oct 2024

https://github.com/lacerbi/bayescausinf-models

Models of visuo-vestibular Bayesian causal inference

Last synced: 24 Oct 2024

https://github.com/lacerbi/ibs

Inverse binomial sampling for efficient log-likelihood estimation of simulator models (old location)

likelihood-free log-likelihood matlab pyhton sampling simulation-model

Last synced: 24 Oct 2024

https://github.com/lacerbi/comprob

Compatibility probability of measurements across experiments

compatibility experiments posterior-probability subjects

Last synced: 24 Oct 2024