{"id":36446233,"url":"https://github.com/pointlander/neural_rank","last_synced_at":"2026-01-11T22:45:09.243Z","repository":{"id":137390480,"uuid":"315465294","full_name":"pointlander/neural_rank","owner":"pointlander","description":"non-linear page rank","archived":false,"fork":false,"pushed_at":"2021-10-28T03:18:17.000Z","size":38,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2024-06-20T21:07:22.076Z","etag":null,"topics":["machine-learning"],"latest_commit_sha":null,"homepage":"","language":"Go","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/pointlander.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":"2020-11-23T23:24:32.000Z","updated_at":"2021-10-28T03:18:20.000Z","dependencies_parsed_at":null,"dependency_job_id":"b188cd73-5f72-481f-8f4c-66f293c92c57","html_url":"https://github.com/pointlander/neural_rank","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/pointlander/neural_rank","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pointlander%2Fneural_rank","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pointlander%2Fneural_rank/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pointlander%2Fneural_rank/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pointlander%2Fneural_rank/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pointlander","download_url":"https://codeload.github.com/pointlander/neural_rank/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pointlander%2Fneural_rank/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28326144,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-11T22:11:01.104Z","status":"ssl_error","status_checked_at":"2026-01-11T22:10:58.990Z","response_time":60,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: 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":["machine-learning"],"created_at":"2026-01-11T22:45:08.779Z","updated_at":"2026-01-11T22:45:09.234Z","avatar_url":"https://github.com/pointlander.png","language":"Go","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Neural Rank\nThis is an implementation of non-linear [page rank](https://en.wikipedia.org/wiki/PageRank). Page rank can be defined by the equation `AX = X` where `A` is an [adjacency matrix](https://en.wikipedia.org/wiki/Adjacency_matrix), and `X` is the vector of the page ranks. This equation can be altered to be non-linear with a non-linear function `f`: `f(Af(AX)) = X`. This is a two layer [recurrent](https://en.wikipedia.org/wiki/Recurrent_neural_network) [auto encoder](https://en.wikipedia.org/wiki/Autoencoder) which can be solved for `X` using [gradient descent](https://en.wikipedia.org/wiki/Gradient_descent). It is recurrent because the `A` weights are reused in the second layer. The implementation of this algorithm tends to produce results similar to page rank. A complex number version is also provided and tends to produce results less like page rank.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpointlander%2Fneural_rank","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpointlander%2Fneural_rank","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpointlander%2Fneural_rank/lists"}