{"id":18521722,"url":"https://github.com/transferwise/minerva","last_synced_at":"2025-10-28T17:38:56.043Z","repository":{"id":175851631,"uuid":"644550410","full_name":"transferwise/minerva","owner":"transferwise","description":"MINE-based feature selection","archived":false,"fork":false,"pushed_at":"2023-09-06T16:23:05.000Z","size":51769,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":48,"default_branch":"main","last_synced_at":"2025-02-17T05:24:35.222Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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/transferwise.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":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-05-23T18:54:47.000Z","updated_at":"2023-10-05T16:30:30.000Z","dependencies_parsed_at":"2024-11-06T17:35:09.527Z","dependency_job_id":"0dad58e6-4458-4838-ac6b-20ad000222c2","html_url":"https://github.com/transferwise/minerva","commit_stats":null,"previous_names":["claudio-tw/minerva"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/transferwise%2Fminerva","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/transferwise%2Fminerva/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/transferwise%2Fminerva/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/transferwise%2Fminerva/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/transferwise","download_url":"https://codeload.github.com/transferwise/minerva/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254198510,"owners_count":22030966,"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":[],"created_at":"2024-11-06T17:27:12.852Z","updated_at":"2025-10-28T17:38:55.947Z","avatar_url":"https://github.com/transferwise.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MINERVA\n\n### MINE-based feature selection\nMinerva is a feature selection tool \nbased on \nneural estimation of mutual information \nbetween\nfeatures \nand \ntargets.\nA detailed explanation of \nour feature selection methodology is available in\nthe accompanying paper. \n\n\n## Installation\n### Install from source\nCheckout the repository and navigate to the root directory. Then, \n\n```\n$ poetry install\n```\n\n### Run tests\nAfter installation you can run the unit tests by doing:\n```\n$ poetry run pytest\n```\n\n## Run experiments\n\nThe repository collects several experiments of feature selection using Minerva. \nYou can find them in the directory `experiments/`. \nYou can use those scripts to reproduce our results. \nFor example, you can:\n\n1. Estimate mutual information between two normal random variables at different level of correlation:\n```\n$ python experiments/normalsmile.py\n```\nTensorboard logs will be available at `tb_logs/normalsmile/`\nThe same experiment can be run through the notebook `notebooks/normalsmile.ipynb`.\n\n\n\n2. Feature selection in a linear trasnformation setting:\n```\n$ python experiments/linear.py\n```\nTensorboard logs will be available at `tb_logs/linear/`\nThe same experiment can be run through the notebook `notebooks/linear.ipynb`.\n\n\n\nMoreover,\nthe experiments discussed in the paper\nwere run using the scripts\nin `experiments/experiment_1`.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftransferwise%2Fminerva","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftransferwise%2Fminerva","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftransferwise%2Fminerva/lists"}