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The course forum area has produced a large amount of text-based unstructured data, which can reflect the potential characteristics of learners\u2019 emotional states and behavioral interactions, and has an important impact on students\u2019 learning outcomes. To this end, this paper constructs an emotional and behavioral analysis model based on online forum texts, obtains forum data from the \u201cPython Language Programming\u201d course on the Chinese University MOOC platform, uses domain dictionary emotion classification method to analyze learning emotions, and based on the method of cognitive behavior coding table and knowledge construction behavior coding table analyzes learners\u2019 cognitive behavior and knowledge construction behavior. It can dynamically analyze learners\u2019 emotions, behavior changes, and evolutionary trends. This research provides opinions and suggestions on the improvement of platform interactive functions for teachers\u2019 online teaching, students\u2019 online learning, and platform management, which can effectively improve the efficiency and effectiveness of online learning.<\/jats:p>","DOI":"10.1155\/2022\/9696422","type":"journal-article","created":{"date-parts":[[2022,1,21]],"date-time":"2022-01-21T00:20:13Z","timestamp":1642724413000},"page":"1-14","source":"Crossref","is-referenced-by-count":12,"title":["Modeling and Analysis of Learners\u2019 Emotions and Behaviors Based on Online Forum Texts"],"prefix":"10.1155","volume":"2022","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5517-3633","authenticated-orcid":true,"given":"Mingyong","family":"Li","sequence":"first","affiliation":[{"name":"College of Computer and Information Science, Chongqing Normal University, Chongqing 401331, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mingyuan","family":"Ge","sequence":"additional","affiliation":[{"name":"College of Computer and Information Science, Chongqing Normal University, Chongqing 401331, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Honggang","family":"Zhao","sequence":"additional","affiliation":[{"name":"College of Computer and Information Science, Chongqing Normal University, Chongqing 401331, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5301-0913","authenticated-orcid":true,"given":"Ziye","family":"An","sequence":"additional","affiliation":[{"name":"College of Computer and Information Science, Chongqing Normal University, Chongqing 401331, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"key":"1","article-title":"Digital campus construction specifications for higher education institutions (for trial implementation)","author":"Ministry of Education","year":"2021"},{"issue":"5","key":"2","first-page":"1","article-title":"New horizons of education innovation and development in the post-epidemic era and the exploration of excellence in China: reflections on the \u201c2020 global conference on artificial intelligence and big data in education\u201d","volume":"42","author":"L. 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