{"id":13483514,"url":"https://github.com/youweiliang/ConsistentGraphLearning","last_synced_at":"2025-03-27T14:31:21.049Z","repository":{"id":46985417,"uuid":"205618552","full_name":"youweiliang/ConsistentGraphLearning","owner":"youweiliang","description":"MATLAB code for the ICDM paper \"Consistency Meets Inconsistency: A Unified Graph Learning Framework for Multi-view Clustering\"","archived":false,"fork":false,"pushed_at":"2020-10-01T03:42:18.000Z","size":5144,"stargazers_count":21,"open_issues_count":1,"forks_count":7,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-10-30T17:47:53.986Z","etag":null,"topics":["clustering","clustering-algorithm","graph-learning","multi-view-clustering","multiview-clustering","multiview-learning","spectral-clustering"],"latest_commit_sha":null,"homepage":null,"language":"MATLAB","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/youweiliang.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":"2019-09-01T02:16:54.000Z","updated_at":"2024-04-28T20:32:05.000Z","dependencies_parsed_at":"2022-08-28T17:02:04.862Z","dependency_job_id":null,"html_url":"https://github.com/youweiliang/ConsistentGraphLearning","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/youweiliang%2FConsistentGraphLearning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/youweiliang%2FConsistentGraphLearning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/youweiliang%2FConsistentGraphLearning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/youweiliang%2FConsistentGraphLearning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/youweiliang","download_url":"https://codeload.github.com/youweiliang/ConsistentGraphLearning/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245863082,"owners_count":20684785,"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":["clustering","clustering-algorithm","graph-learning","multi-view-clustering","multiview-clustering","multiview-learning","spectral-clustering"],"created_at":"2024-07-31T17:01:12.221Z","updated_at":"2025-03-27T14:31:20.169Z","avatar_url":"https://github.com/youweiliang.png","language":"MATLAB","readme":"# Distance Graph Fusion (DGF) and Similarity Graph Fusion (SGF)\n\nThis repository contains the MATLAB code for DGF and SGF introduced in the following paper \n\n\tConsistency Meets Inconsistency: A Unified Graph Learning Framework for Multi-view Clustering (ICDM 2019) \n\n\n### Preparation\n* **Windows 64bit**: \nAdd some helper files to MATLAB path by `addpath('MinMaxSelection')` command in MATLAB command window.\n* **Linux, Windows 32bit and Mac OS**: \nAdd some helper files to MATLAB path by `addpath('MinMaxSelection')` command in MATLAB command window. Then recompile the helper functions by running `minmax_install`.\n\n\n### Example usage\n```MATLAB\nload('data\\handwritten.mat');\nknn=15; beta=1e-6; gamma=1e1;\n[nmi, label] = DGF(X, Y, knn, beta, gamma);\n```\n\n### Multi-view Data\nMore multi-view data are available on [Google Drive](https://drive.google.com/drive/folders/1vzJ19eGy7sAyLTFtM4IWkKzZhFJsi134?usp=sharing \"multi-view data\").\n\n\n### Citation\nIf you find this algorithm useful in your research, please consider citing:\n\n\t@inproceedings{liang2019consistency,\n\t  title={Consistency Meets Inconsistency: A Unified Graph Learning Framework for Multi-view Clustering},\n\t  author={Youwei Liang, Dong Huang, and Chang-Dong Wang},\n\t  booktitle={2019 IEEE International Conference on Data Mining (ICDM)},\n\t  year={2019}\n\t}\n","funding_links":[],"categories":["Factorization"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyouweiliang%2FConsistentGraphLearning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyouweiliang%2FConsistentGraphLearning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyouweiliang%2FConsistentGraphLearning/lists"}