{"id":16518965,"url":"https://github.com/brandonwillard/hsplus-python","last_synced_at":"2025-08-12T00:32:56.199Z","repository":{"id":32249525,"uuid":"132040197","full_name":"brandonwillard/hsplus-python","owner":"brandonwillard","description":"Python implementations of the Horseshoe+ prior","archived":false,"fork":false,"pushed_at":"2023-07-20T13:11:13.000Z","size":278,"stargazers_count":3,"open_issues_count":2,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-04T19:17:55.477Z","etag":null,"topics":["bayesian-methods","horseshoe-prior","shrinkage-estimator"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/1502.00560","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/brandonwillard.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":"2018-05-03T19:24:23.000Z","updated_at":"2023-04-13T20:24:11.000Z","dependencies_parsed_at":"2022-09-12T14:03:59.558Z","dependency_job_id":null,"html_url":"https://github.com/brandonwillard/hsplus-python","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/brandonwillard/hsplus-python","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brandonwillard%2Fhsplus-python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brandonwillard%2Fhsplus-python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brandonwillard%2Fhsplus-python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brandonwillard%2Fhsplus-python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/brandonwillard","download_url":"https://codeload.github.com/brandonwillard/hsplus-python/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brandonwillard%2Fhsplus-python/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":269980802,"owners_count":24507270,"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","status":"online","status_checked_at":"2025-08-11T02:00:10.019Z","response_time":75,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["bayesian-methods","horseshoe-prior","shrinkage-estimator"],"created_at":"2024-10-11T16:44:21.668Z","updated_at":"2025-08-12T00:32:56.165Z","avatar_url":"https://github.com/brandonwillard.png","language":"Python","readme":"# Introduction\n\nThis Python package provides implementations for the Horseshoe and Horseshoe+ prior\ncalculations found in [\"The Horseshoe+ Estimator of Ultra-Sparse Signals\"](hsplus),\n[\"\tDefault Bayesian analysis with global-local shrinkage priors\"](default) and \n[\"Prediction risk for global-local shrinkage regression\"](predict).\n\nSpecifically,\n\n* Generic numeric and symbolic functions--via [`mpmath`](mp) and [SymPy](sp),\n  respectively--for bivariate confluent hypergeometric functions.\n* Expectation and moment calculations for the hypergeometric inverted-beta distribution.\n* SURE values.\n\n\n# Installation\n\nInstall directly from the repository with the following:\n```\n$ pip install git+https://github.com/brandonwillard/hsplus-python\n```\n\n## Development\nAfter cloning the Git repository, use the `-e` option in the project directory: \n```\n$ pip install -e ./\n```\n\n\n[mp]:http://mpmath.org/\n[sp]:http://www.sympy.org/\n[hsplus]:https://arxiv.org/abs/1502.00560\n[predict]:https://arxiv.org/abs/1605.04796\n[default]:https://arxiv.org/abs/1510.03516\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrandonwillard%2Fhsplus-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbrandonwillard%2Fhsplus-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrandonwillard%2Fhsplus-python/lists"}