Publication | Closed Access
Education 4.0 - Artificial Intelligence Assisted Higher Education: Early recognition System with Machine Learning to support Students' Success
179
Citations
16
References
2018
Year
Unknown Venue
Artificial IntelligenceEngineeringHigher Education ProcessEducation 4.0EducationEducational ApplicationIntelligent SystemsIntelligent Tutoring SystemIntelligent Tutoring SystemsPattern RecognitionEarly Recognition SystemTeaching AiAutomated AssessmentLearning AnalyticsComputer ScienceHigher EducationAi EducationEducational AssessmentAdaptive Learning
Education 4.0 is being empowered more and more by artificial intelligence (AI) methods. We observe a continuously growing demand for adaptive and personalized Education. In this paper we present an innovative approach to promoting AI in Education 4.0. Our first contribution is AI assisted Higher Education Process with smart sensors and wearable devices for self-regulated learning. Secondly we describe our first results of Education 4.0 didactic methods implemented with learning analytics and machine learning algorithms. The aim of this case study is to predict the final score of students before participating in final examination. We propose an Early Recognition System equipped with real data captured in a blended learning course with a personalized test at the beginning of the semester, an adaptive learning environment based on Auto Tutor by N. A. Crowder theory with adaptive self-assessment feedback. It is obvious that focusing on students' success and their experiences is a win-win scenario for students and professors as well as for the administration.
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