DiffEqFinancial

Differential equation problem specifications and scientific machine learning for common financial models

https://github.com/sciml/diffeqfinancial.jl

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
    2 of 17 committers (11.8%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (11.2%) to scientific vocabulary

Keywords

black-scholes black-scholes-merton differential-equations differentialequations financial scientific-machine-learning sciml sde stochastic stochastic-differential-equations

Keywords from Contributors

matrix-exponential pde ode neural-sde wiener-process stochastic-processes noise-processes brownian-motion ordinary-differential-equations neural-ode
Last synced: 7 months ago · JSON representation ·

Repository

Differential equation problem specifications and scientific machine learning for common financial models

Basic Info
  • Host: GitHub
  • Owner: SciML
  • License: other
  • Language: Julia
  • Default Branch: master
  • Homepage:
  • Size: 404 KB
Statistics
  • Stars: 29
  • Watchers: 5
  • Forks: 14
  • Open Issues: 2
  • Releases: 12
Topics
black-scholes black-scholes-merton differential-equations differentialequations financial scientific-machine-learning sciml sde stochastic stochastic-differential-equations
Created over 9 years ago · Last pushed 8 months ago
Metadata Files
Readme License Citation

README.md

DiffEqFinancial.jl

Join the chat at https://gitter.im/JuliaDiffEq/Lobby Build Status Coverage Status codecov

This repository holds problem definitions for common financial models for use in the DifferentialEquations ecosystem. The goal is to be a feature-complete set of solvers for the types of problems found in libraries like QuantLib. For example, one can easily specify, solve, and plot the solution for a trajectory of a Heston process via the commands:

julia prob = HestonProblem(μ,κ,Θ,σ,ρ,u₀) sol = solve(prob) plot(sol)

Full documentation is in the DifferentialEquations.jl models documentation

These solvers use DifferentialEquations.jl, meaning that high-performance and high order algorithms are available.

The project is looking for contributors who would like to implement more models. If you're interested and need help getting started, talk to Chris Rackauckas in the Gitter chat.

Owner

  • Name: SciML Open Source Scientific Machine Learning
  • Login: SciML
  • Kind: organization
  • Email: contact@chrisrackauckas.com

Open source software for scientific machine learning

Citation (CITATION.bib)

@article{DifferentialEquations.jl-2017,
 author = {Rackauckas, Christopher and Nie, Qing},
 doi = {10.5334/jors.151},
 journal = {The Journal of Open Research Software},
 keywords = {Applied Mathematics},
 note = {Exported from https://app.dimensions.ai on 2019/05/05},
 number = {1},
 pages = {},
 title = {DifferentialEquations.jl – A Performant and Feature-Rich Ecosystem for Solving Differential Equations in Julia},
 url = {https://app.dimensions.ai/details/publication/pub.1085583166 and http://openresearchsoftware.metajnl.com/articles/10.5334/jors.151/galley/245/download/},
 volume = {5},
 year = {2017}
}

GitHub Events

Total
  • Watch event: 2
  • Delete event: 2
  • Issue comment event: 20
  • Push event: 15
  • Pull request review event: 2
  • Pull request event: 7
  • Fork event: 2
  • Create event: 3
Last Year
  • Watch event: 2
  • Delete event: 2
  • Issue comment event: 20
  • Push event: 15
  • Pull request review event: 2
  • Pull request event: 7
  • Fork event: 2
  • Create event: 3

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 117
  • Total Committers: 17
  • Avg Commits per committer: 6.882
  • Development Distribution Score (DDS): 0.359
Past Year
  • Commits: 18
  • Committers: 3
  • Avg Commits per committer: 6.0
  • Development Distribution Score (DDS): 0.278
Top Committers
Name Email Commits
Christopher Rackauckas a****s@c****m 75
aleCombi a****4@g****m 13
Anant Thazhemadam a****m@g****m 6
dependabot[bot] 4****] 6
Chris de Graaf me@c****v 2
Krishna Bhogaonker c****q@g****m 2
femtocleaner[bot] f****] 2
github-actions[bot] 4****] 2
Anshul Singhvi a****7@s****u 1
Arno Strouwen a****n@t****e 1
Banach Technologies 8****h 1
David Widmann d****n@i****e 1
Elliot Saba s****t@g****m 1
Hendrik Ranocha m****l@r****e 1
Julia TagBot 5****t 1
Lilith Orion Hafner l****r@g****m 1
ScottPJones s****s@a****u 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 7 months ago

All Time
  • Total issues: 6
  • Total pull requests: 32
  • Average time to close issues: about 6 hours
  • Average time to close pull requests: 18 days
  • Total issue authors: 4
  • Total pull request authors: 17
  • Average comments per issue: 8.5
  • Average comments per pull request: 0.78
  • Merged pull requests: 30
  • Bot issues: 0
  • Bot pull requests: 12
Past Year
  • Issues: 0
  • Pull requests: 5
  • Average time to close issues: N/A
  • Average time to close pull requests: 3 days
  • Issue authors: 0
  • Pull request authors: 3
  • Average comments per issue: 0
  • Average comments per pull request: 1.4
  • Merged pull requests: 5
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • ChrisRackauckas (3)
  • deltadecay (1)
  • JuliaTagBot (1)
  • kain88-de (1)
Pull Request Authors
  • dependabot[bot] (10)
  • thazhemadam (5)
  • ChrisRackauckas (4)
  • github-actions[bot] (3)
  • aleCombi (3)
  • femtocleaner[bot] (2)
  • christopher-dG (2)
  • LilithHafner (2)
  • JuliaTagBot (1)
  • banachtech (1)
  • ArnoStrouwen (1)
  • ranocha (1)
  • staticfloat (1)
  • asinghvi17 (1)
  • devmotion (1)
Top Labels
Issue Labels
Pull Request Labels
dependencies (10) github_actions (1)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 37 total
  • Total dependent packages: 2
  • Total dependent repositories: 2
  • Total versions: 9
juliahub.com: DiffEqFinancial

Differential equation problem specifications and scientific machine learning for common financial models

  • Versions: 9
  • Dependent Packages: 2
  • Dependent Repositories: 2
  • Downloads: 37 Total
Rankings
Dependent repos count: 7.3%
Forks count: 10.7%
Average: 14.3%
Dependent packages count: 17.3%
Stargazers count: 21.9%
Last synced: 7 months ago