{"id":21038532,"url":"https://github.com/nishiwen1214/psforest","last_synced_at":"2025-07-19T13:03:24.895Z","repository":{"id":130751371,"uuid":"402774736","full_name":"nishiwen1214/PSForest","owner":"nishiwen1214","description":"Paper of ACML 2020: \"PSForest: Improving Deep Forest via Feature Pooling and Error Screening\"","archived":false,"fork":false,"pushed_at":"2021-09-09T09:02:45.000Z","size":28,"stargazers_count":40,"open_issues_count":0,"forks_count":2,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-04-03T11:11:12.381Z","etag":null,"topics":["deep-learning","deepforest","machine-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/nishiwen1214.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":"2021-09-03T13:11:43.000Z","updated_at":"2025-03-04T02:36:19.000Z","dependencies_parsed_at":"2023-06-19T12:52:41.509Z","dependency_job_id":null,"html_url":"https://github.com/nishiwen1214/PSForest","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/nishiwen1214%2FPSForest","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishiwen1214%2FPSForest/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishiwen1214%2FPSForest/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishiwen1214%2FPSForest/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nishiwen1214","download_url":"https://codeload.github.com/nishiwen1214/PSForest/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254367925,"owners_count":22059585,"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":["deep-learning","deepforest","machine-learning"],"created_at":"2024-11-19T13:33:05.879Z","updated_at":"2025-05-15T15:33:44.603Z","avatar_url":"https://github.com/nishiwen1214.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\n \u003cimg width=\"304\" alt=\"image\" src=\"https://user-images.githubusercontent.com/56249874/132160898-99b8044c-f007-4a31-9892-c363f56b8189.png\"\u003e\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://github.com/nishiwen1214/PSForest/blob/main/LICENSE\"\u003e\u003cimg alt=\"GitHub\" src=\"https://img.shields.io/github/license/misitebao/standard-repository?style=flat-square\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/nishiwen1214/PSForest\"\u003e\u003cimg alt=\"GitHub Repo stars\"src=\"https://img.shields.io/github/stars/nishiwen1214/PSForest?style=flat-square\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/nishiwen1214/\"\u003e\u003cimg alt=\"GitHub Repo stars\" src=\"https://img.shields.io/badge/author-nishiwen1214-brightgreen?style=flat-square\"/\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cspan id=\"nav-1\"\u003e\u003c/span\u003e\n## PSForest: a new variant of the deep forest\n\nThe code for the paper [\"PSForest: Improving Deep Forest via Feature Pooling and Error Screening\"](http://proceedings.mlr.press/v129/ni20a/ni20a.pdf)\n\u003cimg width=\"1153\" alt=\"image\" src=\"https://user-images.githubusercontent.com/56249874/132013941-f5e33c40-68b0-456b-9125-c01c24398021.png\"\u003e\n\n## Citation\n```\n@inproceedings{ni2020psforest,\n  title={PSForest: Improving Deep Forest via Feature Pooling and Error Screening},\n  author={Ni, Shiwen and Kao, Hung-Yu},\n  booktitle={Asian Conference on Machine Learning},\n  pages={769--781},\n  year={2020},\n  organization={PMLR}\n}\n```\n## Requirements\n```\nxgboost\nsklearn\nnumpy\npandas\nmemory_profiler\nscipy\n```\n### Please star it, thank you! :）\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnishiwen1214%2Fpsforest","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnishiwen1214%2Fpsforest","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnishiwen1214%2Fpsforest/lists"}