{"id":26091565,"url":"https://github.com/pmocz/nestedsampling-python","last_synced_at":"2025-04-12T06:42:50.774Z","repository":{"id":173244540,"uuid":"650443800","full_name":"pmocz/nestedsampling-python","owner":"pmocz","description":"Apply the Nested Sampling Monte Carlo algorithm to fit exoplanet radial  velocity data and estimate the posterior distribution of the model  parameters","archived":false,"fork":false,"pushed_at":"2023-07-21T07:03:09.000Z","size":452,"stargazers_count":10,"open_issues_count":0,"forks_count":4,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-04-12T06:42:45.420Z","etag":null,"topics":["astrophysics","machine-learning","nested-sampling","radial-velocities","scientific-computing","tutorial"],"latest_commit_sha":null,"homepage":"https://levelup.gitconnected.com/create-your-own-nested-sampling-algorithm-for-bayesian-parameter-fitting-and-model-selection-with-3cfdeae4afd","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/pmocz.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-06-07T04:54:14.000Z","updated_at":"2024-11-22T02:31:07.000Z","dependencies_parsed_at":"2023-09-25T19:06:12.041Z","dependency_job_id":null,"html_url":"https://github.com/pmocz/nestedsampling-python","commit_stats":null,"previous_names":["pmocz/nestedsampling-python"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmocz%2Fnestedsampling-python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmocz%2Fnestedsampling-python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmocz%2Fnestedsampling-python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmocz%2Fnestedsampling-python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pmocz","download_url":"https://codeload.github.com/pmocz/nestedsampling-python/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248530611,"owners_count":21119592,"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":["astrophysics","machine-learning","nested-sampling","radial-velocities","scientific-computing","tutorial"],"created_at":"2025-03-09T10:21:35.696Z","updated_at":"2025-04-12T06:42:50.766Z","avatar_url":"https://github.com/pmocz.png","language":"Python","readme":"# nestedsampling-python\nNested Sampling Parameter Fitting and Model Selection\n\n## Create Your Own Nested Sampling Algorithm for Bayesian Parameter Fitting and Model Selection (With Python)\n\n### Philip Mocz (2023) [@PMocz](https://twitter.com/PMocz)\n\n### [📝 Read the Algorithm Write-up on Medium](https://levelup.gitconnected.com/create-your-own-nested-sampling-algorithm-for-bayesian-parameter-fitting-and-model-selection-with-3cfdeae4afd)\n\nApply the Nested Sampling Monte Carlo algorithm to fit exoplanet radial \nvelocity data and estimate the posterior distribution of the model \nparameters. This technique is more advanced and robust than simple \nMetropolis-Hastings [MCMC sampling](https://github.com/pmocz/mcmc-python)\n\n\n```\npython nestedsampling.py\n```\n\n![Simulation](./nestedsampling.png)\n\n![Posteriors](./nestedsampling2.png)\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpmocz%2Fnestedsampling-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpmocz%2Fnestedsampling-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpmocz%2Fnestedsampling-python/lists"}