Fix for hist_angular_data
Refactor Hist angular data

- Added: histogram function for angular data is now in utils_math
- Added: hist_angular_data uses that new function
Fix for resample_target

- Fix: EM fitting now correctly works when resampling the targets.
Error distribution reloader modified for paper

Not perfect but meh.
Launcher for Bootstrap estimation

- Added: Get bootstrap samples, based on outputs of a model. Resamples targets and nontargets randomly. Quite long to run now…
- Added: Generator to load that on PBS
Bootstrap launcher improved

- Added: Do not resample the targets. Uses less data. Should be faster.
Launchers for Error distribution with Hierarchical code

- Added: Generator and Reloader for error distribution plots. Weird behaviour, do not use those directly...
Bootstrap Reloader

- Added: early version of bootstrap reloader. Writes ECDF to a pickle.
Relaoder for Misbinding using Hierarchical code

- Added: reloader for hierarchical code. Fails due to memory error...
Changed Specific stimuli to random recall target and asymmetric

- Added: Specific stimuli can now be randomly shuffled, to provide different targets. Works way better.
- Added: early support for asymmetric specific pattern, not tested.
EM all items: can force random component to be small

- Added: hack to force random mixture component to be small. Not super good anyway.
Generators for randomized Specific stimuli

- Added: Generators and reloaders for randomized specific stimuli (the “correct” way actually).
- Added: Generator for asymmetric specific stimuli. Not tested.
Fix for fit_beta_samples

- Fix: should be slightly better to fit a beta distribution onto samples. Not completely sure it’s working though. But should.
EM Fitting multiple nontargets, same kappa

- Added: EM Fitting procedure for model with multiple mixture nontargets, but unique kappa between all angles.
- Added: Modified Bootstrap estimator to use this new model.
- Added: Generators for the new bootstrap code.
Hist plot support nice xticks

- Added: Nice Xticks support for hist_angular
Histograms (Fig2) for Bays2009 dataset

- Added: Plots for histogram of error distribution and bias to nontarget for Bays2009.
Bootstrap fix for EM mixture with unique kappa

- Fix: Bootstrap evaluation works well now. Supports both allnontarget or sumnontarget CDF.
Changed Specific Stimuli EM fit to unique kappa one

- Fix: changed to fit the mixture model with unique kappa and all mixture components.
Changed Misbinding EM fit to unique kappa one

- Fix: changed to fit the mixture model with unique kappa and all mixture components.
Bootstrap generators to use all samples instead of just the sum

- Fix: Bootstrap generator now uses all samples bootstraps instead of sum mixt bootstrap. Modified reloaders accordingly