{"id":21823064,"url":"https://github.com/joisino/gnnbook","last_synced_at":"2025-08-20T14:30:46.147Z","repository":{"id":234042919,"uuid":"766009713","full_name":"joisino/gnnbook","owner":"joisino","description":"書籍『グラフニューラルネットワーク』のサポートサイトです。","archived":false,"fork":false,"pushed_at":"2024-09-19T08:16:56.000Z","size":4619,"stargazers_count":56,"open_issues_count":0,"forks_count":2,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-12-10T21:50:59.259Z","etag":null,"topics":["deep-learning","gnn","graph-neural-networks","machine-learning","pytorch"],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\n  \u003cimg src=\"cover.jpg\" width=50%\u003e\n\u003c/p\u003e\n\n書籍『[グラフニューラルネットワーク](https://www.amazon.co.jp/d/4065347823)』のサポートページです。\n\n# ノートブック\n\n以下のノートブックは MIT ライセンスのもと配布されております。商用・非商用問わず自由に利用することができます。\n\n### 環境構築\n\n[Poetry](https://python-poetry.org/) をインストールした後、このディレクトリ上で\n\n```\n$ poetry install\n$ poetry run jupyter notebook\n```\n\nを実行して Jupyter Notebook を起動してください。\n\nColab で実行する場合は Colab 上で [PyTorch Geometric](https://pytorch-geometric.readthedocs.io/) をインストールしてください。\n\n### 一覧\n\n|図|アルゴリズム|説明|ファイル|Colab|\n|:----|:----|:----|:----|:----:|\n|図 2.4|アルゴリズム 2.1|ラベル伝播法|[algo2.1.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/algo2.1.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/algo2.1.ipynb)|\n|図 2.8|アルゴリズム 2.2|隣接行列の行列分解|[algo2.2.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/algo2.2.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/algo2.2.ipynb)|\n|例 3.1||グラフ畳み込みネットワーク|[ex3.1.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/ex3.1.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/ex3.1.ipynb)|\n|||グラフ注意ネットワーク|[gat.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/gat.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/gat.ipynb)|\n|例4.1||グラフ分類（グラフ同型ネットワーク）|[ex4.1.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/ex4.1.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/ex4.1.ipynb)|\n|図5.1||GNN の受容野|[fig5.1.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/fig5.1.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/fig5.1.ipynb)|\n||アルゴリズム 5.1|近傍サンプリング|[algo5.1.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/algo5.1.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/algo5.1.ipynb)|\n|図 6.13, 6.17|アルゴリズム 6.1, 6.2|グラフフーリエ変換|[graphfourier.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/graphfourier.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/graphfourier.ipynb)|\n|例6.8||スペクトルクラスタリング|[ex6.8.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/ex6.8.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/ex6.8.ipynb)|\n|例7.1, 7.2||過平滑化現象|[oversmoothing.ipynb](https://github.com/joisino/gnnbook/blob/main/notebooks/oversmoothing.ipynb)|[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/joisino/gnnbook/blob/main/notebooks/oversmoothing.ipynb)|\n\n\n# 正誤表\n\n本書の正誤情報は[正誤表](https://github.com/joisino/gnnbook/blob/main/errata.md)にて公開しています。","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjoisino%2Fgnnbook","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjoisino%2Fgnnbook","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjoisino%2Fgnnbook/lists"}