{"id":26933096,"url":"https://github.com/xiaohan2012/multi-label-text-classification","last_synced_at":"2025-04-02T09:17:33.508Z","repository":{"id":23978801,"uuid":"100306989","full_name":"xiaohan2012/multi-label-text-classification","owner":"xiaohan2012","description":"Mutli-label text classification using ConvNet and graph embedding (Tensorflow implementation)","archived":false,"fork":false,"pushed_at":"2022-11-22T01:53:20.000Z","size":795,"stargazers_count":45,"open_issues_count":22,"forks_count":15,"subscribers_count":1,"default_branch":"master","last_synced_at":"2024-04-14T18:06:58.870Z","etag":null,"topics":["convnet","graph-embedding","multi-label-classification","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/xiaohan2012.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}},"created_at":"2017-08-14T20:31:26.000Z","updated_at":"2023-11-20T09:55:42.000Z","dependencies_parsed_at":"2023-01-14T00:10:33.110Z","dependency_job_id":null,"html_url":"https://github.com/xiaohan2012/multi-label-text-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/xiaohan2012%2Fmulti-label-text-classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Fmulti-label-text-classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Fmulti-label-text-classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Fmulti-label-text-classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/xiaohan2012","download_url":"https://codeload.github.com/xiaohan2012/multi-label-text-classification/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246785481,"owners_count":20833498,"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":["convnet","graph-embedding","multi-label-classification","tensorflow"],"created_at":"2025-04-02T09:17:32.745Z","updated_at":"2025-04-02T09:17:33.497Z","avatar_url":"https://github.com/xiaohan2012.png","language":"Jupyter Notebook","readme":"# graph embedding + deep learning for multi-label text classification\n\nthis projects attempts to combine:\n\n- **graph embedding**\n- **ConvNet**\n\nfor the purpose of **multi-label text classification**.\n\nI compared three methods on stackexchange datasets, where the goal is to predict the tags of posts.\n\nIf you wan to know more, here are [some slides](https://github.com/xiaohan2012/network_embedding/blob/master/project-slides.pdf)\n\n# utility scripts\n\n- `scripts/preprocessing_pipeline.sh`: all the preprocessing, data splitting, feature extractio, etc\n- `sample_random_walks.py`: sample random walks on a graph\n- `extract_embedding_labels.py`: extract labels for embedding visualization\n\n# main scripts\n\n- `fastxml_experiment.py`: experiment for fastxml\n- `kim_cnn_experiment.py`: experiment for cnn\n- `combined_model_experiment.py`: experiment for cnn + deepwalk\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxiaohan2012%2Fmulti-label-text-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fxiaohan2012%2Fmulti-label-text-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxiaohan2012%2Fmulti-label-text-classification/lists"}