{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/web-links-prediction-and-category-wise","title":"Web Links Prediction And Category-Wise Recommendation Based On Browser History","arxiv_id":"1902.08496","date":"2019-02-21","proceeding":null,"authors":["Ashadullah Shawon","Syed Tauhid Zuhori","Firoz Mahmud","Md. Jamil-Ur Rahman"],"abstract":"A web browser should not be only for browsing web pages but also help users\nto find out their target websites and recommend similar type websites based on\ntheir behavior. Throughout this paper, we propose two methods to make a web\nbrowser more intelligent about link prediction which works during typing on\naddress-bar and recommendation of websites according to several categories. Our\nproposed link prediction system is actually frecency prediction which is\npredicted based on the first visit, last visit and URL counts. But recommend\nsystem is the most challenging as it is needed to classify web URLs according\nto names without visiting web pages. So we use existing model for URL\nclassification. The only existing approach gives unsatisfactory results and low\naccuracy. So we add hyperparameter optimization with an existing approach that\nfinds the best parameters for existing URL classification model and gives\nbetter accuracy. In this paper, we propose a category wise recommendation\nsystem using frecency value and the total visit of individual URL category.","url_abs":"http://arxiv.org/abs/1902.08496v1","url_pdf":"http://arxiv.org/pdf/1902.08496v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"web-links-prediction-and-category-wise","repo_url":"https://github.com/shawon100/Web-Link-Prediction-System","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"hyperparameter-optimization","task_name":"Hyperparameter Optimization"},{"task_slug":"link-prediction","task_name":"Link Prediction"},{"task_slug":"prediction","task_name":"Prediction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}