spatialvinecopula
Science Score: 54.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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✓Academic publication links
Links to: researchgate.net -
○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (9.7%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: SSolarski
- Language: Jupyter Notebook
- Default Branch: master
- Size: 2.87 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Spatial Vine Copulas
A project for the Current Research Seminar WS22/23 by Christian Soraruf and Stefan Solarski at LMU.
Contents
The main file is a Jupyter notebook "Spatial Vine Copulas". It contains all of our outputs and visualizations.
The three main classes DataSets, SpatialCopula and SpatialVineCopula are located in the spvinecopulib.py file in the functions folder.
The main example dataset meuse can be loaded in the notebook using the skg package.
Setup
Clone the repository and use pip, or another package manager, to install the requirements.
bash
git clone https://github.com/SSolarski/spatialvinecopula.git
cd spatialvinecopula
pip install -r requirements.txt
Necessary packages are given in "requirements.txt".
The notebook can be run as is. (we used Python v3.8.8).
Optional
The alternative datasets from the SIC2004 exercise are saved as .csv files in the sic2004data_01 folder.
If you wish to run the algorithm on this dataset please uncomment the notebook cell which loads the optional dataset.
Acknowledgment
This work was based on ideas presented in the paper "Modelling skewed spatial random fields through the spatial vine copula" by Benjamin Gräler.
Our code is an attempt of recreating the functionalities of the R library spcopula by the same author.
Owner
- Name: Stefan Solarski
- Login: SSolarski
- Kind: user
- Repositories: 1
- Profile: https://github.com/SSolarski
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - family-names: "Solarski" given-names: "Stefan" - family-names: "Soraruf" given-names: "Christian" title: "spatialvinecopula" version: 1.0.0 doi: 10.5281/zenodo.1234 date-released: 2023-03-01 url: "https://github.com/SSolarski/spatialvinecopula"