lacerbi
Machine learning, Bayesian optimization, approximate inference, computational cognitive neuroscience.
University of HelsinkiHelsinki, Finland
Pinned Repositories
bads
Bayesian Adaptive Direct Search (BADS) optimization algorithm for model fitting in MATLAB
ibs
Inverse binomial sampling for efficient log-likelihood estimation of simulator models in MATLAB
vbmc
Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference in MATLAB
bamb2022-model-fitting
Tutorials on statistical model fitting (optimization, Bayesian inference) for Day 2 of BAMB! 2022.
optimviz
Visualize optimization algorithms in MATLAB.
psybayes
Bayesian adaptive stimulus placement of psychometric function for MATLAB.
vbgmm
Variational Gaussian mixture model for MATLAB.
visvest-causinf
Bayesian comparison of causal inference strategies in multisensory heading perception
workshop-bristol-2019
Introductory workshop to modeling and model fitting in psychophysics and neuroscience
workshop-nyu-2019
Introductory workshop to modeling and model fitting in cognitive and computational neuroscience
lacerbi's Repositories
lacerbi/optimviz
Visualize optimization algorithms in MATLAB.
lacerbi/bamb2022-model-fitting
Tutorials on statistical model fitting (optimization, Bayesian inference) for Day 2 of BAMB! 2022.
lacerbi/workshop-nyu-2019
Introductory workshop to modeling and model fitting in cognitive and computational neuroscience
lacerbi/vbgmm
Variational Gaussian mixture model for MATLAB.
lacerbi/workshop-bristol-2019
Introductory workshop to modeling and model fitting in psychophysics and neuroscience
lacerbi/psybayes
Bayesian adaptive stimulus placement of psychometric function for MATLAB.
lacerbi/visvest-causinf
Bayesian comparison of causal inference strategies in multisensory heading perception
lacerbi/infbench
Benchmark of posterior and model inference algorithms for (moderately) expensive likelihoods.
lacerbi/bads
Bayesian Adaptive Direct Search (BADS) optimization algorithm for model fitting in MATLAB (old location)
lacerbi/ChangeProb
Human Online Adaptation to Changes in Prior Probability
lacerbi/lautils-mat
Luigi Acerbi's utility functions for MATLAB.
lacerbi/neurobench
Benchmark of derivative-free optimization algorithms applied to models in cognitive and neural science.
lacerbi/eissample
Ensemble (inversion) slice sampling: a robust, self-tuning MCMC method for posterior inference.
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).
lacerbi/marglike
Computation of the marginal likelihood from MCMC output
lacerbi/nyu2023-bayes
Tutorial on Bayesian model fitting with (Py)VBMC.
lacerbi/padova2022-bayes
Tutorial on Bayesian model fitting with PyVBMC.
lacerbi/vbmc
Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference in MATLAB (old location)
lacerbi/bayescausinf-models
Models of visuo-vestibular Bayesian causal inference
lacerbi/compstats-files
Repository of utility files for the Computational Statistics course.
lacerbi/cosmo-2018-tutorial
Tutorial on optimization and model fitting held at the CoSMo 2018 summer school.
lacerbi/gplite
Lite Gaussian process regression toolbox
lacerbi/ibl-2020-tutorial
Tutorial on computational modeling and statistical model fitting part of the IBL Computational Neuroscience course (2020).
lacerbi/intro-modeling-psych-2018
Materials for an intro workshop to modeling and model fitting in psychophysics and neuroscience
lacerbi/ibs
Inverse binomial sampling for efficient log-likelihood estimation of simulator models (old location)
lacerbi/lacerbi
Personal website of Luigi Acerbi, Ph.D.
lacerbi/lacerbi.github.io
lacerbi/prob-cog-mod-files
Repository of utility files for the Probabilistic Cognitive Modelling course.
lacerbi/pyvbmc
lacerbi/sublime_sphinx_guide
Sublime and Sphinx Guide