{"id":15009188,"url":"https://github.com/seyedhosseinzadeh/sucp","last_synced_at":"2025-04-09T17:23:41.759Z","repository":{"id":81246506,"uuid":"291914621","full_name":"Seyedhosseinzadeh/SUCP","owner":"Seyedhosseinzadeh","description":"Leveraging Social Influence based on Users Activity Centers for Point-of-Interest Recommendation","archived":false,"fork":false,"pushed_at":"2022-11-21T10:46:43.000Z","size":12180,"stargazers_count":13,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-23T19:23:00.495Z","etag":null,"topics":["matrix-factorization","point-of-interest","python27","recommendation-system","social-influence","social-network"],"latest_commit_sha":null,"homepage":"","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/Seyedhosseinzadeh.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-09-01T06:23:16.000Z","updated_at":"2024-07-16T14:34:44.000Z","dependencies_parsed_at":null,"dependency_job_id":"1a7be67a-8299-4c54-81d3-62fe8c6bd384","html_url":"https://github.com/Seyedhosseinzadeh/SUCP","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Seyedhosseinzadeh%2FSUCP","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Seyedhosseinzadeh%2FSUCP/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Seyedhosseinzadeh%2FSUCP/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Seyedhosseinzadeh%2FSUCP/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Seyedhosseinzadeh","download_url":"https://codeload.github.com/Seyedhosseinzadeh/SUCP/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248075439,"owners_count":21043589,"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":["matrix-factorization","point-of-interest","python27","recommendation-system","social-influence","social-network"],"created_at":"2024-09-24T19:23:30.709Z","updated_at":"2025-04-09T17:23:41.734Z","avatar_url":"https://github.com/Seyedhosseinzadeh.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# SUCP\n## Leveraging Social Influence based on Users Activity Centers for Point-of-Interest Recommendation (Information Processing \u0026 Management Journal_2022)\n\n\nDirect Friends (i.e., users who follow each other in an LBSN) and Distant Friends (i.e., users with commonly visited check-ins) usually have close opinions, even some friendships are made because of these behavioral similarities. Our analysis reveals the social behavior pattern of users for geographic activity centers. This paper proposes a new approach that examines user's preferences based on three contextual factors: geographical, social, and temporal information. we compare the performance of our SUCP with its variant, called SUCP-NoSocial. \n\nyou can read the [paper](https://www.sciencedirect.com/science/article/pii/S0306457321003290) for more details\n\n## Environment Settings\n- Python version:  '2.7'\n- You have to install the required libraries\n\n## To run the code\nYou need just run the `recommendation.py` then enter data-name and beta value, like this: ' gowalla 0.7 '\n\n- To change the dataset, you have to write its name in the `recommendation.py`.\n- Note that use 0.7 for the Gowalla beta and 0.8 for the Yelp betta, according to the paper.\n\n## Cite\nPlease cite our paper if you use our datasets or implementations:\n\n\nThis repository contains the implementation of Leveraging Social Influence based on Users Activity Centers for Point-of-Interest Recommendation presented in the IPM 2022 paper. \n\n# Contact\nIf you have any questions, do not hesitate to contact us at 'kosar.seyedhosseinzadeh@gmail.com' or   'mohammad.aliannejadi@gmail.com', we will be happy to assist.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fseyedhosseinzadeh%2Fsucp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fseyedhosseinzadeh%2Fsucp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fseyedhosseinzadeh%2Fsucp/lists"}