{"id":19006382,"url":"https://github.com/anty-filidor/bdma-experiments","last_synced_at":"2026-04-22T01:30:19.233Z","repository":{"id":197441547,"uuid":"693153982","full_name":"anty-filidor/bdma-experiments","owner":"anty-filidor","description":"Experimental repo for paper: https://doi.org/10.26599/BDMA.2024.9020010","archived":false,"fork":false,"pushed_at":"2024-02-21T16:06:35.000Z","size":2201,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-01-01T19:44:38.972Z","etag":null,"topics":["influence-maximization","multilayer-networks","network-control","network-science","social-learning","temporal-networks"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/anty-filidor.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2023-09-18T13:08:17.000Z","updated_at":"2024-11-27T09:03:14.000Z","dependencies_parsed_at":null,"dependency_job_id":"dfb2429e-c46d-409c-9395-7e4ef1a2e64a","html_url":"https://github.com/anty-filidor/bdma-experiments","commit_stats":null,"previous_names":["anty-filidor/bdma-experiments"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anty-filidor%2Fbdma-experiments","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anty-filidor%2Fbdma-experiments/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anty-filidor%2Fbdma-experiments/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anty-filidor%2Fbdma-experiments/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/anty-filidor","download_url":"https://codeload.github.com/anty-filidor/bdma-experiments/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":240028506,"owners_count":19736422,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["influence-maximization","multilayer-networks","network-control","network-science","social-learning","temporal-networks"],"created_at":"2024-11-08T18:32:07.516Z","updated_at":"2026-04-22T01:30:19.189Z","avatar_url":"https://github.com/anty-filidor.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Network Diffusion – Framework to Simulate Spreading Processes in Complex Networks\n\nThis repository contains code used to perform experiments and analyse results \nthat have been attached to a paper published at \n[Big Data Mining and Analytics](https://doi.org/10.26599/BDMA.2024.9020010).\n\nThe Network Diffusion package (a backbone of the expermients) is available on\n[PyPI](https://pypi.org/project/network-diffusion/) and\n[GitHub](https://github.com/anty-filidor/network_diffusion).\n\n## Installation of environment\n```bash\nconda create --name bdma -y python=3.10\nconda activate bdma\npip install -r requirements.txt\npip install network_diffusion==0.13.0\npython -m ipykernel install --user --name bdma\n```\n\n## Suspected-Infected-Removed + Unaware-Aware\nExample of propagation two coexisting processes that influence each other: \ndisease (following SIR model) and awarenes (following UA model). Perform \nexperiments from `sir_ua.ipynb`. Details of model and results in diretory `sir_ua`.\n\n## Multilayer Independent Cascade Model initialised with Minimum Dominating Set\nExample of propagation of Independent Cascade Model in multilayer networks with\nvarious seed selection methods. Especially a comparision of Minimum Dominating Set\n(a concept from domain of netork controlability) with centrality metrics.\n\n## Temporal Network Epistemology Model + CogSNet / Static Network\nComparison of a spreading of the Temporal Network Epistemology on two different\nnetwork models built from the same temporal edge list. Preform experiments with\n`tnem_cogsnet.ipynb`. Results will be saved in `tnem_cogsnet` directory.\n\n## Temporal Linear Threshold Model + CogSNet / Static Network\nComparison of a spreading of the Temporal Linear Threshold Model on two different\nnetwork models built from the same temporal edge list. Preform experiments with\n`mltm_cogsnet.ipynb`. Results will be saved in `mltm_cogsnet` directory.\n\n## Efficiency test\nComparison of time efficiency of models used in experiments. Execute them with \n`efficiency_test.ipynb`. Results will be saved in `efficiency_test` directory.\n\n## Citing\n\nIf you found the paper or the codebase useful in your research, please consider\nciting us as follows:\n\n```latex\n@article{czuba2024networkdiffusion,\n  title={Network Diffusion – Framework to Simulate Spreading Processes in Complex Networks},\n  author={\n    Czuba, Micha{\\l} and Nurek, Mateusz and Serwata, Damian and Qi, Yu-Xuan and\n    Jia, Mingshan and Musial, Katarzyna and Michalski, Rados{\\l}aw and Br{\\'o}dka, Piotr\n  },\n  journal={Big Data Mining And Analytics},\n  volume={},\n  number={},\n  pages={1-13},\n  year={2024},\n  publisher={IEEE},\n  doi = {10.26599/BDMA.2024.9020010},\n  url={https://doi.org/10.26599/BDMA.2024.9020010},\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanty-filidor%2Fbdma-experiments","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanty-filidor%2Fbdma-experiments","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanty-filidor%2Fbdma-experiments/lists"}