Litcius/Paper detail

The use of artificial intelligence in learning management systems in the context of higher education : Systematic literature review

Ruben Manhiça, Arnaldo Santos, José Cravino

20222022 17th Iberian Conference on Information Systems and Technologies (CISTI)23 citationsDOI

Abstract

Artificial intelligence (AI) has been developing, and its application is spreading at a good pace in recent years, so much so that AI has become part of everyday life in various sectors. According to several international reports, AI in Education is one of the emerging fields of technology in the education sector, from where much research is being developed to support educational processes. This paper aims to provide an overview of the research on AI applications in education management systems (LMS) in higher education through a systematic literature review following the protocol proposed by Kitchenham [1]. Three hundred six papers were initially identified from Scopus and EBSCOhost databases from 2010 to 2022, from which 33 papers were selected for final analysis according to the defined inclusion and exclusion criteria. The research results show that the LMS most used for implementing AI solutions in education is Moodle and that AI has been most used for student performance assessment based on student data. Among the AI algorithms used, Random Forest, Neural Networks, K-means, Naive Bayes, Support Vector Machine, and decision trees stand out.

Topics & Concepts

ScopusContext (archaeology)Computer scienceArtificial intelligencePaceLearning ManagementNaive Bayes classifierApplications of artificial intelligenceSystematic reviewMachine learningSupport vector machineInclusion (mineral)Knowledge managementData sciencePsychologyWorld Wide WebGeodesyLawPaleontologyPolitical scienceBiologyGeographySocial psychologyMEDLINEOnline Learning and Analytics