{"id":21389687,"url":"https://github.com/malcolmmielle/deep-auto-encoder-based-clustering","last_synced_at":"2026-05-18T08:33:03.787Z","repository":{"id":75266772,"uuid":"438947970","full_name":"MalcolmMielle/Deep-auto-encoder-based-clustering","owner":"MalcolmMielle","description":"Reimplementation of Deep auto-encoder based clustering by Song et al.","archived":false,"fork":false,"pushed_at":"2021-12-16T11:51:27.000Z","size":896,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-16T12:47:15.709Z","etag":null,"topics":["autoencoder","clustering","clustering-algorithm","kmeans-clustering","machinelearning","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/MalcolmMielle.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-12-16T10:25:05.000Z","updated_at":"2021-12-16T11:52:33.000Z","dependencies_parsed_at":"2023-06-05T23:15:28.092Z","dependency_job_id":null,"html_url":"https://github.com/MalcolmMielle/Deep-auto-encoder-based-clustering","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/MalcolmMielle/Deep-auto-encoder-based-clustering","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MalcolmMielle%2FDeep-auto-encoder-based-clustering","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MalcolmMielle%2FDeep-auto-encoder-based-clustering/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MalcolmMielle%2FDeep-auto-encoder-based-clustering/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MalcolmMielle%2FDeep-auto-encoder-based-clustering/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MalcolmMielle","download_url":"https://codeload.github.com/MalcolmMielle/Deep-auto-encoder-based-clustering/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MalcolmMielle%2FDeep-auto-encoder-based-clustering/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33170849,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-18T05:43:36.989Z","status":"ssl_error","status_checked_at":"2026-05-18T05:43:19.133Z","response_time":71,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["autoencoder","clustering","clustering-algorithm","kmeans-clustering","machinelearning","tensorflow"],"created_at":"2024-11-22T12:28:09.761Z","updated_at":"2026-05-18T08:33:03.767Z","avatar_url":"https://github.com/MalcolmMielle.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Reproduction of Deep auto-encoder based clustering by Song et al.\n\nThe reference for this paper is :\n\n```bibtex\n@article{Song2014DeepAB,\n  title={Deep auto-encoder based clustering},\n  author={Chunfeng Song and Yongzhen Huang and Feng Liu and Zhenyu Wang and Liang Wang},\n  journal={Intell. Data Anal.},\n  year={2014},\n  volume={18},\n  pages={S65-S76}\n}\n```\n\nThis is a TensorFlow reimplementation of the deep auto-encoder method for clustering presented by Song et al. in 2014.\nThe method is tested on MNIST and compared to the results reported in the paper.\nThe running implementation is in [the Jupyter notebook](mnist_clustering.ipynb), the implementation of the loss function is in [this file](song_loss.py), and the auto-encoder is found [here](song_network.py).\n\nSadly, for now, the results are not reproduced.\nPR are welcome to try and reproduce the results.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmalcolmmielle%2Fdeep-auto-encoder-based-clustering","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmalcolmmielle%2Fdeep-auto-encoder-based-clustering","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmalcolmmielle%2Fdeep-auto-encoder-based-clustering/lists"}