sbm_analysing_spending_behaviour

Repository with supporting data and code for the article Sustainable banking: analysing spending behaviour and carbon emission patterns on community level through stochastic block models.

https://github.com/ognyansimeonov/sbm_analysing_spending_behaviour

Science Score: 44.0%

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Repository

Repository with supporting data and code for the article Sustainable banking: analysing spending behaviour and carbon emission patterns on community level through stochastic block models.

Basic Info

Host: GitHub
Owner: OgnyanSimeonov
Language: Jupyter Notebook
Default Branch: main
Size: 3.82 MB

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Watchers: 1
Forks: 0
Open Issues: 0
Releases: 0

Created over 1 year ago · Last pushed over 1 year ago

Metadata Files

Readme Citation

README.md

Analysing community-level spending behaviour contributing to high carbon emissions using stochastic block models

Repository with supporting code for the article Analysing community-level spending behaviour contributing to high carbon emissions using stochastic block models

SBMforTransaction_Networks.ipynb -- contains the network creation, community detection, and analyses we perform in our study
sbmtm.py -- SBM methodology developed by Gerlach et. al (https://github.com/martingerlach/hSBMTopicmodel); needed for SBMforTransactionNetworks.ipynb to work
sbmtm_weights2.py -- SBM methodology with slight changes so that it incorporates arbitrary weights in the community detection

Owner

Name: Ognyan Simeonov
Login: OgnyanSimeonov
Kind: user
Location: Edinburgh, Scotland
Company: University of Edinburgh

Repositories: 2
Profile: https://github.com/OgnyanSimeonov

Mathematics/Informatics PhD student at the University of Edinburgh researching purchasing behaviour, agent-based modelling, and stochastic blockmodels

Citation (Citation.cff)

cff-version: 1.0.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Simeonov"
  given-names: "Ognyan"
  orcid: "https://orcid.org/0000-0003-4749-3976"
title: "Sustainable banking: analysing spending behaviour and carbon emission patterns on community level through stochastic block models"
version: 1.0.0
date-released: 2024-09-05
url: "https://github.com/OgnyanSimeonov/SBM_Analysing_Spending_Behaviour/tree/main"

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