{"id":13689422,"url":"https://github.com/xptree/NetMF","last_synced_at":"2025-05-01T23:34:23.452Z","repository":{"id":62657938,"uuid":"112152465","full_name":"xptree/NetMF","owner":"xptree","description":"Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec","archived":false,"fork":false,"pushed_at":"2020-01-27T13:08:39.000Z","size":1216,"stargazers_count":186,"open_issues_count":5,"forks_count":47,"subscribers_count":9,"default_branch":"master","last_synced_at":"2024-08-03T15:17:51.461Z","etag":null,"topics":["deepwalk","matrix-factorization","network-embedding","node2vec","social-network","social-network-analysis"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/xptree.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2017-11-27T05:40:39.000Z","updated_at":"2024-07-25T15:11:37.000Z","dependencies_parsed_at":"2022-11-04T10:15:56.939Z","dependency_job_id":null,"html_url":"https://github.com/xptree/NetMF","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/xptree%2FNetMF","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xptree%2FNetMF/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xptree%2FNetMF/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xptree%2FNetMF/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/xptree","download_url":"https://codeload.github.com/xptree/NetMF/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224282271,"owners_count":17285798,"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":["deepwalk","matrix-factorization","network-embedding","node2vec","social-network","social-network-analysis"],"created_at":"2024-08-02T15:01:47.243Z","updated_at":"2024-11-12T13:31:41.056Z","avatar_url":"https://github.com/xptree.png","language":"Python","readme":"# NetMF\n\nThis is a Python implementation of NetMF for the task of network embedding learning, as described in our paper:\n \n[Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec](https://arxiv.org/abs/1710.02971)\n\n## Data Sets\n\n\nBlogCatalog [Source](http://socialcomputing.asu.edu/datasets/BlogCatalog3) [Preprocessed](http://leitang.net/code/social-dimension/data/blogcatalog.mat)\n\nProtein-Protein Interaction [Source](http://thebiogrid.org/download.php) [Preprocessed](http://snap.stanford.edu/node2vec/Homo_sapiens.mat)\n\nWikipedia [Source](http://www.mattmahoney.net/dc/textdata) [Preprocessed](http://snap.stanford.edu/node2vec/POS.mat)\n\n[Flickr](http://leitang.net/code/social-dimension/data/flickr.mat)\n\n## Cite\n\nPlease cite our paper if you use this code in your own work:\n\n```\n@inproceedings{qiu2018network,\n  title={Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec},\n  author={Qiu, Jiezhong and Dong, Yuxiao and Ma, Hao and Li, Jian and Wang, Kuansan and Tang, Jie},\n  booktitle={Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining},\n  pages={459--467},\n  year={2018},\n  organization={ACM}\n}\n```\n","funding_links":[],"categories":["Python","[Label Inference Methods](#content)"],"sub_categories":["Graph Embedding Approaches"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxptree%2FNetMF","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fxptree%2FNetMF","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxptree%2FNetMF/lists"}