{"id":41140,"name":"metaperceptron","description":"MetaPerceptron: A Standardized Framework For Metaheuristic-Driven Multi-layer Perceptron Optimization","url":"https://github.com/thieu1995/metaperceptron","last_synced_at":"2026-10-05T22:30:43.560Z","repository":{"id":210369616,"uuid":"676088001","full_name":"thieu1995/MetaPerceptron","owner":"thieu1995","description":"MetaPerceptron: A Standardized Framework For Metaheuristic-Driven Multi-layer Perceptron Optimization","archived":false,"fork":false,"pushed_at":"2025-06-04T16:33:28.000Z","size":351,"stargazers_count":15,"open_issues_count":1,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2026-10-03T10:47:37.343Z","etag":null,"topics":["adagrad-approach","adam-optimizer","adelta-optimizer","classification-models","genetic-algorithm","global-search","gradient-free-based-multi-layer-perceptron","metaheuristic-algorithms","metaheuristic-based-multi-layer-perceptron","metaheuristics","mlp","multi-layer-perceptron","nature-inspired-optimization","neural-network","particle-swarm-optimization","regression-models","sgd-optimizer","whale-optimization-algorithm"],"latest_commit_sha":null,"homepage":"https://metaperceptron.readthedocs.org","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/thieu1995.png","metadata":{"files":{"readme":"README.md","changelog":"ChangeLog.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"claude":null,"gemini":null,"cursor":null,"copilot":null,"dco":null,"cla":null,"disclosure":null}},"created_at":"2023-08-08T12:04:48.000Z","updated_at":"2026-01-21T03:42:36.000Z","dependencies_parsed_at":"2026-08-25T07:34:13.098Z","dependency_job_id":null,"html_url":"https://github.com/thieu1995/MetaPerceptron","commit_stats":null,"previous_names":["thieu1995/metaperceptron"],"tags_count":6,"template":false,"template_full_name":null,"purl":"pkg:github/thieu1995/MetaPerceptron","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":343170754,"owners_count":38049053,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-10-03T21:59:58.778Z","status":"online","status_checked_at":"2026-10-05T02:00:06.766Z","response_time":83,"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"}},"owner":{"login":"thieu1995","name":"Nguyen Van Thieu","uuid":"12763861","kind":"user","description":"Without purpose, life is meaningless. And without love, it's merely existence","email":"","website":"https://thieu1995.github.io/","location":"Earth","twitter":null,"company":"AIIR Group","icon_url":"https://avatars.githubusercontent.com/u/12763861?u=d21ce3396407876e2531d3ad0e3da7b79a9c7544\u0026v=4","repositories_count":186,"last_synced_at":"2026-10-03T02:45:17.637Z","metadata":{"has_sponsors_listing":false,"funding":null},"html_url":"https://github.com/thieu1995","funding_links":[],"total_stars":2297,"followers":564,"following":204,"created_at":"2022-11-15T17:45:25.823Z","updated_at":"2026-10-03T02:45:17.668Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995/repositories"},"packages":[{"id":8615234,"name":"metaperceptron","ecosystem":"pypi","description":"MetaPerceptron: A Standardized Framework for Metaheuristic-Trained Multi-Layer Perceptron","homepage":"https://github.com/thieu1995/MetaPerceptron","licenses":"GPLv3","normalized_licenses":["GPL-3.0"],"repository_url":"https://github.com/thieu1995/MetaPerceptron","keywords_array":["multi-layer perceptron","machine learning","artificial intelligence","deep learning","neural networks","single hidden layer network","random projection","FLANN","feed-forward neural network","artificial neural network","classification","regression","supervised learning","online learning","generalization","optimization algorithms","Kernel MLP","Cross-validationGenetic algorithm (GA)","Particle swarm optimization (PSO)","Ant colony optimization (ACO)","Differential evolution (DE)","Simulated annealing","Grey wolf optimizer (GWO)","Whale Optimization Algorithm (WOA)","confusion matrix","recall","precision","accuracy","pearson correlation coefficient (PCC)","spearman correlation coefficient (SCC)","Global optimization","Convergence analysis","Search space exploration","Local search","Computational intelligence","Robust optimization","metaheuristic","metaheuristic algorithms","nature-inspired computing","nature-inspired algorithms","swarm-based computation","metaheuristic-based multi-layer perceptron","metaheuristic-optimized MLP","Performance analysis","Intelligent optimization","Simulations"],"namespace":null,"versions_count":6,"first_release_published_at":"2023-12-02T10:45:01.000Z","latest_release_published_at":"2025-06-04T14:39:48.000Z","latest_release_number":"2.2.0","last_synced_at":"2026-08-31T03:41:58.418Z","created_at":"2023-12-02T10:46:31.312Z","updated_at":"2026-08-31T08:17:39.076Z","registry_url":"https://pypi.org/project/metaperceptron/","install_command":"pip install metaperceptron --index-url https://pypi.org/simple","documentation_url":"https://metaperceptron.readthedocs.io/","metadata":{"funding":null,"documentation":"https://metaperceptron.readthedocs.io/","classifiers":["Development Status :: 5 - Production/Stable","Intended Audience :: Developers","Intended Audience :: Education","Intended Audience :: Information Technology","Intended Audience :: Science/Research","License :: OSI Approved :: GNU General Public License v3 (GPLv3)","Natural Language :: English","Programming Language :: Python :: 3.10","Programming Language :: Python :: 3.11","Programming Language :: Python :: 3.12","Programming Language :: Python :: 3.13","Programming Language :: Python :: 3.8","Programming Language :: Python :: 3.9","Topic :: Scientific/Engineering","Topic :: Scientific/Engineering :: Artificial Intelligence","Topic :: Scientific/Engineering :: Bio-Informatics","Topic :: Scientific/Engineering :: Information Analysis","Topic :: Scientific/Engineering :: Mathematics","Topic :: Scientific/Engineering :: Visualization","Topic :: Software Development :: Build Tools","Topic :: Software Development :: Libraries","Topic :: Software Development :: Libraries :: Python Modules","Topic :: System :: Benchmark","Topic :: Utilities"],"normalized_name":"metaperceptron","project_status":null},"repo_metadata":{"id":210369616,"uuid":"676088001","full_name":"thieu1995/MetaPerceptron","owner":"thieu1995","description":"MetaPerceptron: A Standardized Framework For Metaheuristic-Driven Multi-layer Perceptron Optimization","archived":false,"fork":false,"pushed_at":"2025-06-04T16:33:28.000Z","size":351,"stargazers_count":15,"open_issues_count":1,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2026-08-25T07:44:55.687Z","etag":null,"topics":["adagrad-approach","adam-optimizer","adelta-optimizer","classification-models","genetic-algorithm","global-search","gradient-free-based-multi-layer-perceptron","metaheuristic-algorithms","metaheuristic-based-multi-layer-perceptron","metaheuristics","mlp","multi-layer-perceptron","nature-inspired-optimization","neural-network","particle-swarm-optimization","regression-models","sgd-optimizer","whale-optimization-algorithm"],"latest_commit_sha":null,"homepage":"https://metaperceptron.readthedocs.org","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/thieu1995.png","metadata":{"files":{"readme":"README.md","changelog":"ChangeLog.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"claude":null,"gemini":null,"cursor":null,"copilot":null,"dco":null,"cla":null,"disclosure":null}},"created_at":"2023-08-08T12:04:48.000Z","updated_at":"2026-01-21T03:42:36.000Z","dependencies_parsed_at":"2026-08-25T07:34:13.098Z","dependency_job_id":null,"html_url":"https://github.com/thieu1995/MetaPerceptron","commit_stats":null,"previous_names":["thieu1995/metaperceptron"],"tags_count":6,"template":false,"template_full_name":null,"purl":"pkg:github/thieu1995/MetaPerceptron","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":36995980,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-08-22T15:14:58.755Z","status":"online","status_checked_at":"2026-08-31T02:00:07.497Z","response_time":119,"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"},"owner_record":{"login":"thieu1995","name":"Nguyen Van Thieu","uuid":"12763861","kind":"user","description":"Knowledge is power, sharing it is the premise of progress in life. It seems like a burden to someone, but it is the only way to achieve immortality.","email":"","website":"https://thieu1995.github.io/","location":"Earth","twitter":null,"company":"AIIR Group","icon_url":"https://avatars.githubusercontent.com/u/12763861?u=d21ce3396407876e2531d3ad0e3da7b79a9c7544\u0026v=4","repositories_count":13,"last_synced_at":"2023-03-05T14:24:59.934Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/thieu1995","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-15T17:45:25.823Z","updated_at":"2023-03-05T14:24:59.937Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995/repositories"},"tags":[{"name":"v2.2.0","sha":"b8dbd4444a225842cd79c399e6063cc241cc5169","kind":"commit","published_at":"2025-06-04T14:34:24.000Z","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/v2.2.0","html_url":"https://github.com/thieu1995/MetaPerceptron/releases/tag/v2.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/thieu1995/MetaPerceptron@v2.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v2.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v2.2.0/manifests"},{"name":"v2.1.0","sha":"2f222bb715026521ab351899a3630c1e5516e1e6","kind":"commit","published_at":"2025-05-24T05:15:07.000Z","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/v2.1.0","html_url":"https://github.com/thieu1995/MetaPerceptron/releases/tag/v2.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/thieu1995/MetaPerceptron@v2.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v2.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v2.1.0/manifests"},{"name":"v2.0.0","sha":"f6fb09d25c09b8cd131f1d6b761b2c501bb32dca","kind":"commit","published_at":"2024-11-04T07:26:37.000Z","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/v2.0.0","html_url":"https://github.com/thieu1995/MetaPerceptron/releases/tag/v2.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/thieu1995/MetaPerceptron@v2.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v2.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v2.0.0/manifests"},{"name":"v1.1.0","sha":"2719c3c70537b6dc7a6c75177302de2598ce5772","kind":"commit","published_at":"2023-12-03T03:04:27.000Z","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/v1.1.0","html_url":"https://github.com/thieu1995/MetaPerceptron/releases/tag/v1.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/thieu1995/MetaPerceptron@v1.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v1.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v1.1.0/manifests"},{"name":"v1.0.1","sha":"ba021671a9617c6d068b9a473d80a740266164a6","kind":"commit","published_at":"2023-12-02T11:10:33.000Z","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/v1.0.1","html_url":"https://github.com/thieu1995/MetaPerceptron/releases/tag/v1.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/thieu1995/MetaPerceptron@v1.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v1.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v1.0.1/manifests"},{"name":"v0.0.1","sha":"489164c6e3368503a3f7015c650e5d5214d65397","kind":"commit","published_at":"2023-12-02T10:06:17.000Z","download_url":"https://codeload.github.com/thieu1995/MetaPerceptron/tar.gz/v0.0.1","html_url":"https://github.com/thieu1995/MetaPerceptron/releases/tag/v0.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/thieu1995/MetaPerceptron@v0.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v0.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2FMetaPerceptron/tags/v0.0.1/manifests"}]},"repo_metadata_updated_at":"2026-08-31T08:17:39.075Z","dependent_packages_count":0,"downloads":26,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":67.3003134508997,"dependent_packages_count":10.082087700208083,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":38.691200575553886},"purl":"pkg:pypi/metaperceptron","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/metaperceptron","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/metaperceptron","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/metaperceptron/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2026-08-31T03:41:41.654Z","issues_count":1,"pull_requests_count":5,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":159.6,"issues_closed_count":0,"pull_requests_closed_count":5,"pull_request_authors_count":1,"issue_authors_count":1,"avg_comments_per_issue":0.0,"avg_comments_per_pull_request":0.0,"merged_pull_requests_count":5,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":1,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":1,"past_year_avg_comments_per_issue":0.0,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fmetaperceptron/issues","maintainers":[],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metaperceptron/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metaperceptron/version_numbers","latest_version_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metaperceptron/latest_version","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metaperceptron/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metaperceptron/related_packages","codemeta_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metaperceptron/codemeta","maintainers":[{"uuid":"thieu1995","login":"thieu1995","name":null,"email":null,"url":null,"packages_count":23,"html_url":"https://pypi.org/user/thieu1995/","role":"Owner","created_at":"2023-12-02T10:46:32.776Z","updated_at":"2023-12-02T10:46:32.776Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/thieu1995/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":939814,"maintainers_count":404303,"namespaces_count":0,"keywords_count":317960,"github":"pypi","metadata":{"funded_packages_count":61297,"rate_limit":2},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2026-10-01T05:06:20.896Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"id":6442510,"full_name":"thieu1995/metaperceptron","default_branch":"main","total_commits":126,"total_committers":3,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":42.0,"dds":0.5714285714285714,"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2026-10-01T16:02:38.149Z","last_synced_commit":"2984c456b350db2b29ff810a6962990d265c5262","created_at":"2024-11-20T18:23:48.302Z","updated_at":"2026-10-01T16:02:38.137Z","committers":[{"name":"anh9895","email":"honganh090895@gmail.com","login":"anh9895","count":54},{"name":"Thieu Nguyen","email":"nguyenthieu2102@gmail.com","login":"thieu1995","count":41},{"name":"Thieu","email":"thieu.nguyenvan@phenikaa-uni.edu.vn","login":"thieupu","count":31}],"past_year_committers":[],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fmetaperceptron/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-10-05T00:00:10.238Z","repositories_count":8123151,"commits_count":1236612741,"contributors_count":56500482,"owners_count":1701481,"committers_count":3747852,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"thieu1995/metaperceptron","html_url":"https://github.com/thieu1995/metaperceptron","last_synced_at":"2026-10-01T16:02:38.438Z","status":"error","issues_count":1,"pull_requests_count":5,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":159.6,"issues_closed_count":0,"pull_requests_closed_count":5,"pull_request_authors_count":1,"issue_authors_count":1,"avg_comments_per_issue":0.0,"avg_comments_per_pull_request":0.0,"merged_pull_requests_count":5,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2024-11-20T18:23:51.573Z","updated_at":"2026-10-01T16:02:38.438Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fmetaperceptron","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fmetaperceptron/issues","issue_labels_count":{"enhancement":1},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":1},"pull_request_author_associations_count":{"CONTRIBUTOR":4,"NONE":1},"issue_authors":{"khanhdat111":1},"pull_request_authors":{"anh9895":5},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-10-05T00:00:10.211Z","repositories_count":17827228,"issues_count":47481386,"pull_requests_count":147455295,"authors_count":11929560,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"CreateEvent":4,"DeleteEvent":1,"ForkEvent":2,"IssuesEvent":1,"MemberEvent":2,"PullRequestEvent":6,"PushEvent":17,"ReleaseEvent":3,"WatchEvent":5},"last_year":{"WatchEvent":1}},"keywords":["adagrad-approach","adam-optimizer","adelta-optimizer","classification-models","genetic-algorithm","global-search","gradient-free-based-multi-layer-perceptron","metaheuristic-algorithms","metaheuristic-based-multi-layer-perceptron","metaheuristics","mlp","multi-layer-perceptron","nature-inspired-optimization","neural-network","particle-swarm-optimization","regression-models","sgd-optimizer","whale-optimization-algorithm"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2023-12-02T10:25:25.327Z","updated_at":"2023-12-02T10:25:25.327Z","repository_link":"https://github.com/thieu1995/MetaPerceptron/blob/main/requirements.txt","dependencies":[{"id":14855056297,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.17.1","direct":true,"kind":"runtime","optional":false},{"id":14855056298,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.7.1","direct":true,"kind":"runtime","optional":false},{"id":14855056299,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.0.2","direct":true,"kind":"runtime","optional":false},{"id":14855056300,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.3.5","direct":true,"kind":"runtime","optional":false},{"id":14855056301,"package_name":"mealpy","ecosystem":"pypi","requirements":"\u003e=3.0.1","direct":true,"kind":"runtime","optional":false},{"id":14855056302,"package_name":"permetrics","ecosystem":"pypi","requirements":"\u003e=1.5.0","direct":true,"kind":"runtime","optional":false},{"id":14855056303,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false},{"id":14855056304,"package_name":"skorch","ecosystem":"pypi","requirements":"\u003e=0.13.0","direct":true,"kind":"runtime","optional":false},{"id":14855056305,"package_name":"pytest","ecosystem":"pypi","requirements":"==7.1.2","direct":true,"kind":"runtime","optional":false},{"id":14855056306,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"==4.0.0","direct":true,"kind":"runtime","optional":false},{"id":14855056307,"package_name":"flake8","ecosystem":"pypi","requirements":"\u003e=4.0.1","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2023-12-02T10:25:25.766Z","updated_at":"2023-12-02T10:25:25.766Z","repository_link":"https://github.com/thieu1995/MetaPerceptron/blob/main/setup.py","dependencies":[{"id":14855056308,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.17.1","direct":true,"kind":"runtime","optional":false},{"id":14855056309,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.3.5","direct":true,"kind":"runtime","optional":false},{"id":14855056310,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/publish-package.yml","sha":null,"kind":"manifest","created_at":"2026-08-25T07:34:12.255Z","updated_at":"2026-08-25T07:34:12.255Z","repository_link":"https://github.com/thieu1995/MetaPerceptron/blob/main/.github/workflows/publish-package.yml","dependencies":[{"id":26291205796,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":26291205797,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":26291205798,"package_name":"actions/cache","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":26291205799,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":26291205800,"package_name":"actions/download-artifact","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":26291205801,"package_name":"pypa/gh-action-pypi-publish","ecosystem":"actions","requirements":"release/v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"manifest","created_at":"2026-08-25T07:34:12.510Z","updated_at":"2026-08-25T07:34:12.510Z","repository_link":"https://github.com/thieu1995/MetaPerceptron/blob/main/docs/requirements.txt","dependencies":[{"id":26291206039,"package_name":"sphinx","ecosystem":"pypi","requirements":"\u003e=4.4.0","direct":true,"kind":"runtime","optional":false},{"id":26291206040,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"\u003e=1.0.1","direct":true,"kind":"runtime","optional":false},{"id":26291206041,"package_name":"readthedocs-sphinx-search","ecosystem":"pypi","requirements":"\u003e=0.1.1","direct":true,"kind":"runtime","optional":false},{"id":26291206042,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.17.1","direct":true,"kind":"runtime","optional":false},{"id":26291206043,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.7.1","direct":true,"kind":"runtime","optional":false},{"id":26291206044,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.2.1","direct":true,"kind":"runtime","optional":false},{"id":26291206045,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.3.5","direct":true,"kind":"runtime","optional":false},{"id":26291206046,"package_name":"mealpy","ecosystem":"pypi","requirements":"\u003e=3.0.2","direct":true,"kind":"runtime","optional":false},{"id":26291206047,"package_name":"permetrics","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false},{"id":26291206048,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false}]}],"score":7.16703787691222,"science_score":59.67,"science_score_breakdown":{"score":59.67,"breakdown":{"has_citation_file":{"present":true,"strength":1.0,"format":"cff","description":"Citation metadata","details":"Validated CITATION.cff metadata"},"has_codemeta":{"present":false,"description":"codemeta.json file","details":null},"has_zenodo":{"present":false,"description":".zenodo.json file","details":null},"has_doi_in_readme":{"present":true,"description":"DOI references","details":"Found 3 DOI reference(s) (3 journal)","journal_dois":3,"archive_dois":0},"has_academic_links":{"present":true,"description":"Academic publication links","details":"Links to: zenodo.org","sites":["zenodo.org"]},"has_academic_committers":{"present":true,"strength":0.3333333333333333,"description":"Committers with academic emails","details":"1 of 3 committers (33.3%) from academic institutions","committers":[{"name":"Thieu","domain":"phenikaa-uni.edu.vn","commits":31,"source":"ror","strength":1.0}]},"has_institutional_owner":{"present":false,"description":"Institutional organization owner","details":null},"has_scientific_registry":{"present":false,"description":"Scientific package registry","details":null,"registries":["pypi"]},"has_scientific_dependencies":{"present":true,"strength":0.4,"description":"Scientific dependencies","details":"1 matched: pypi:scipy","matches":1,"score":0.0},"has_research_tooling":{"present":true,"strength":0.4,"description":"Research tooling","details":"Detected: Python maturity: docs, lint, test, coverage","evidence":["Python maturity: docs, lint, test, coverage"],"score":8.0},"negative_indicators":{"present":false,"penalty":0.0,"description":"Non-research indicators","details":null},"has_joss_paper":{"present":false,"description":"JOSS paper metadata","details":null},"joss_vocabulary_similarity":{"present":true,"description":"Scientific vocabulary similarity","details":"Vocabulary score 45.2 from particle, scipy, python_library","score":45.17,"terms":["particle","scipy","python_library"],"model_id":7}},"max_score":100},"created_at":"2025-09-04T15:51:15.852Z","updated_at":"2026-10-05T22:40:28.799Z","avatar_url":"https://github.com/thieu1995.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":26,"funding_links":[],"readme_doi_urls":["https://doi.org/10.1016/j.csi.2025.103977"],"arxiv_ids":[],"orcids":["0000-0001-9994-8747"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["evolutionary-computation","optimization-algorithms","whale-optimization","supply-chain-optimization","slime-mould-algorithm","schedule-optimization","production-planning","location-optimization","hunger-games-search","henry-gas-solubility-optimization"],"project_url":"https://science.ecosyste.ms/api/v1/projects/41140","html_url":"https://science.ecosyste.ms/projects/41140","releases_url":"https://science.ecosyste.ms/api/v1/projects/41140/releases","bibtex_url":"https://science.ecosyste.ms/projects/41140/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/41140/export.apalike","csl_url":"https://science.ecosyste.ms/projects/41140/export.csl","fields":[{"id":"https://openalex.org/fields/17","name":"Computer Science","domain":"Physical Sciences","score":0.169234},{"id":"https://openalex.org/fields/22","name":"Engineering","domain":"Physical Sciences","score":0.089901},{"id":"https://openalex.org/fields/23","name":"Environmental Science","domain":"Physical Sciences","score":0.077372}]}