{"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/naive-bayes-and-text-classification-i","title":"Naive Bayes and Text Classification I - Introduction and Theory","arxiv_id":"1410.5329","date":"2014-10-16","proceeding":null,"authors":["Sebastian Raschka"],"abstract":"Naive Bayes classifiers, a family of classifiers that are based on the\npopular Bayes' probability theorem, are known for creating simple yet well\nperforming models, especially in the fields of document classification and\ndisease prediction. In this article, we will look at the main concepts of naive\nBayes classification in the context of document categorization.","url_abs":"http://arxiv.org/abs/1410.5329v4","url_pdf":"http://arxiv.org/pdf/1410.5329v4.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":"naive-bayes-and-text-classification-i","repo_url":"https://github.com/Xue-Alex/sentiment-analysis","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"naive-bayes-and-text-classification-i","repo_url":"https://github.com/rafaelcl292/projeto1-cdados","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"AGPL-3.0"}}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"disease-prediction","task_name":"Disease Prediction"},{"task_slug":"document-classification","task_name":"Document Classification"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"text-classification","task_name":"Text Classification"},{"task_slug":"text-classification-1","task_name":"text-classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1410.5329","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}