{"id":19467542,"url":"https://github.com/thunlp/mmdw","last_synced_at":"2025-04-25T11:31:20.889Z","repository":{"id":83080543,"uuid":"56471599","full_name":"thunlp/MMDW","owner":"thunlp","description":"Max-margin DeepWalk","archived":false,"fork":false,"pushed_at":"2017-05-09T09:07:36.000Z","size":1931,"stargazers_count":71,"open_issues_count":1,"forks_count":38,"subscribers_count":12,"default_branch":"master","last_synced_at":"2025-04-03T20:23:35.445Z","etag":null,"topics":["network-embedding"],"latest_commit_sha":null,"homepage":null,"language":"Java","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/thunlp.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,"governance":null}},"created_at":"2016-04-18T02:42:51.000Z","updated_at":"2024-03-31T14:17:41.000Z","dependencies_parsed_at":null,"dependency_job_id":"129382ad-d234-48e6-8065-07a45d63e53d","html_url":"https://github.com/thunlp/MMDW","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/thunlp%2FMMDW","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thunlp%2FMMDW/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thunlp%2FMMDW/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thunlp%2FMMDW/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thunlp","download_url":"https://codeload.github.com/thunlp/MMDW/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250808185,"owners_count":21490621,"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":["network-embedding"],"created_at":"2024-11-10T18:35:42.024Z","updated_at":"2025-04-25T11:31:19.327Z","avatar_url":"https://github.com/thunlp.png","language":"Java","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MMDW\nMax-margin DeepWalk\n\nCode of IJCAI2016: \"Max-Margin DeepWalk: Discriminative Learning of Network Representation\"\n\n## Datasets\n  We evaluate MMDW with three datasets, including Cora, Citeseer and Wiki.\n  * data/Edgelist/*_edgelist.txt: original edgelist file of network *.\n  * data/Category/*_category.txt: the category list of vertices.\n  * data/Net/*_net.txt: the matrix M of obtained from transition matrix A of a network.\n  * data/vector/: the folder to save learnt vectors of vertices.\n  * data/svm_model/:  the folder to save trained svm classifiers.\n  * data/Bias/: the folder to save calculated biasVectors.\n  * data/result/: the folder to classification results.\n\n## Run\n   Run the following command to learn max-margin DeepWalk: \n   \n    java -jar mmdw.jar \"dataset\" \"data_folder\" \"order_of_alphaBias\" \n   \n   Here is an example:\n   \n    java -jar mmdw.jar Cora data/ -3 \n   \n\n## Cite\nIf you use the code, please cite this paper:\n  \n_Cunchao Tu, Weicheng Zhang, Zhiyuan Liu, Maosong Sun. Max-Margin DeepWalk: Discriminative Learning of Network Representation. International Joint Conference on Artificial Intelligence (IJCAI 2016)._\n\nFor more related works on network representation learning, please refer to my [homepage](http://thunlp.org/~tcc/).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthunlp%2Fmmdw","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fthunlp%2Fmmdw","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthunlp%2Fmmdw/lists"}