{"id":13444177,"url":"https://github.com/giannisnik/cnn-graph-classification","last_synced_at":"2025-03-20T18:31:20.652Z","repository":{"id":74422253,"uuid":"100619849","full_name":"giannisnik/cnn-graph-classification","owner":"giannisnik","description":"A convolutional neural network for graph classification in PyTorch","archived":false,"fork":false,"pushed_at":"2019-02-15T17:11:49.000Z","size":3239,"stargazers_count":91,"open_issues_count":4,"forks_count":20,"subscribers_count":7,"default_branch":"master","last_synced_at":"2024-10-28T08:39:35.809Z","etag":null,"topics":["convolutional-neural-networks","graph-classification","graph-kernels"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"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/giannisnik.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}},"created_at":"2017-08-17T15:41:57.000Z","updated_at":"2024-10-07T04:48:10.000Z","dependencies_parsed_at":"2024-01-17T16:08:26.470Z","dependency_job_id":"9d506ef3-d4af-407b-b39b-0c7d5e1a7924","html_url":"https://github.com/giannisnik/cnn-graph-classification","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giannisnik%2Fcnn-graph-classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giannisnik%2Fcnn-graph-classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giannisnik%2Fcnn-graph-classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giannisnik%2Fcnn-graph-classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/giannisnik","download_url":"https://codeload.github.com/giannisnik/cnn-graph-classification/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244670114,"owners_count":20490919,"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":["convolutional-neural-networks","graph-classification","graph-kernels"],"created_at":"2024-07-31T03:02:21.034Z","updated_at":"2025-03-20T18:31:19.706Z","avatar_url":"https://github.com/giannisnik.png","language":"Python","funding_links":[],"categories":["Python","Deep Learning"],"sub_categories":[],"readme":"## Kernel Graph Convolutional Neural Networks\nCode for the paper [Kernel Graph Convolutional Neural Networks](https://link.springer.com/chapter/10.1007/978-3-030-01418-6_3).\n\n### Requirements\nCode is written in Python 3.6 and requires:\n* PyTorch 0.3\n* NetworkX 1.11\n* igraph 0.7\n* scikit-learn 0.18\n\n### Datasets\nUse the following link to download datasets: \n```\nhttps://ls11-www.cs.tu-dortmund.de/staff/morris/graphkerneldatasets\n```\nExtract the datasets into the `datasets` folder.\n\n### Run the model\nFirst, specify the dataset and the hyperparameters in the `main.py` file. Then, use the following command:\n\n```\n$ python main.py\n```\n\n### Cite\nPlease cite our paper if you use this code:\n```\n@inproceedings{nikolentzos2018kernel,\n  title={Kernel Graph Convolutional Neural Networks},\n  author={Nikolentzos, Giannis and Meladianos, Polykarpos and Tixier, Antoine Jean-Pierre and Skianis, Konstantinos and Vazirgiannis, Michalis},\n  booktitle={International Conference on Artificial Neural Networks},\n  pages={22--32},\n  year={2018},\n  organization={Springer}\n}\n```\n\n-----------\n\nProvided for academic use only\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgiannisnik%2Fcnn-graph-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgiannisnik%2Fcnn-graph-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgiannisnik%2Fcnn-graph-classification/lists"}