-
Notifications
You must be signed in to change notification settings - Fork 33
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
A dedicated library for statistical distributions #104
Merged
astamm
merged 26 commits into
Inria-Empenn:master
from
MariePoirierGit:dirichlet_distribution
Oct 27, 2023
Merged
A dedicated library for statistical distributions #104
astamm
merged 26 commits into
Inria-Empenn:master
from
MariePoirierGit:dirichlet_distribution
Oct 27, 2023
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
…simplex in dirichlet distribution.
… bug in gamma fit method.
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Layout of a statistical distribution library in Anima.
To be included in the library, a statistical distribution must inherit from
BaseDistribution
class and, as such, needs to have the following methods implemented:BelongsToSupport(x)
: checks if a valuex
is in the support of the distribution;GetDensity(x)
: computes the density atx
;GetLogDensity(x)
: computes the log-density atx
;Fit(sample)
: estimate the parameters of the distribution using the providedsample
;Random(sample)
: drawssample
from the distribution.Currently implemented distributions are: Gamma distribution for real positive scalars, Watson distribution for axially symmetric vectors on the 2-sphere and Dirichlet distribution on the simplex.