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Distributions.jl: Definition and Modeling of Probability Distributions in the JuliaStats Ecosystem

Authors: Mathieu Besançon; Theodore Papamarkou; David Anthoff; Alex Arslan; Simon Byrne; Dahua Lin; John Pearson;

Distributions.jl: Definition and Modeling of Probability Distributions in the JuliaStats Ecosystem

Abstract

Random variables and their distributions are a central part in many areas of statistical methods. The Distributions.jl package provides Julia users and developers tools for working with probability distributions, leveraging Julia features for their intuitive and flexible manipulation, while remaining highly efficient through zero-cost abstractions.

Countries
United Kingdom, United States
Keywords

FOS: Computer and information sciences, sampling, inference, probabilistic programming, distributions, Statistics, Julia, KDE, modeling, Statistics - Computation, QA273-280, 004, HA1-4737, mixture, QA76.75-76.765, interface, Computer Science - Mathematical Software, Mathematical Software (cs.MS), Computation (stat.CO)

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    51
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 1%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 1%
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
51
Top 1%
Top 10%
Top 1%
Green
gold