Articles producció científicaPedagogia

The Use of Artificial Intelligence Techniques in Smart Classrooms is in Its Infancy

  • Identification data

    Identifier:  imarina:9382513
    Authors:  Figueroa, Elena; Batista, Edgar; Palau, Ramon; Unciti, Oihane; Ferre, Maria; Martinez-Balleste, Antoni
    Abstract:
    Smart classrooms are physical learning spaces that, using data from the environment, students and teachers, are able to provide timely and valuable information to improve teaching and learning processes and foster decision-making. In this article, we provide an overview of how artificial intelligence techniques are being used to gain insights into the teaching and learning processes by analyzing data not only from the classroom context, but also from students and teachers. We identify the latest literature addressing the use of artificial intelligence techniques with data obtained from the smart classroom, present a taxonomy for the areas of application, review the state of deployment in schools, and discuss the current limitations. From the results, we conclude that the use of artificial intelligence techniques to analyze classroom data in real settings (i.e., primary and secondary schools) is still far from common. Most proposals are in the lower range of technological readiness levels and do not consider issues such as information security and privacy. Furthermore, most proposals focus on the development of technological products and do not address their impact on learning. Our paper concludes with an outlook on future work in this area with the aim of making the smart classroom a cornerstone for the future of education.
  • Others:

    Link to the original source: https://ieeexplore.ieee.org/document/10664555
    APA: Figueroa, Elena; Batista, Edgar; Palau, Ramon; Unciti, Oihane; Ferre, Maria; Martinez-Balleste, Antoni (2024). The Use of Artificial Intelligence Techniques in Smart Classrooms is in Its Infancy. Ieee Access, 12(), 125179-125193. DOI: 10.1109/ACCESS.2024.3454372
    Paper original source: Ieee Access. 12 125179-125193
    Article's DOI: 10.1109/ACCESS.2024.3454372
    Journal publication year: 2024
    Entity: Universitat Rovira i Virgili
    Paper version: info:eu-repo/semantics/publishedVersion
    Record's date: 2025-01-28
    URV's Author/s: Batista De Frutos, Edgar / Ferré Bergadà, Maria / Ferré Carracedo, Montserrat / FIGUEROA CABRERA, ELENA MERCEDES / Martínez Ballesté, Antoni / Palau Martin, Ramon Felix
    Department: Enginyeria Informàtica i Matemàtiques, Pedagogia
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Publication Type: Journal Publications
    Author, as appears in the article.: Figueroa, Elena; Batista, Edgar; Palau, Ramon; Unciti, Oihane; Ferre, Maria; Martinez-Balleste, Antoni
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Thematic Areas: Telecommunications, Materials science (miscellaneous), Materials science (all), General materials science, General engineering, General computer science, Engineering, electrical & electronic, Engineering (miscellaneous), Engineering (all), Engenharias iv, Engenharias iii, Electrical and electronic engineering, Computer science, information systems, Computer science (miscellaneous), Computer science (all), Ciência da computação
    Author's mail: elenamercedes.figueroa@urv.cat, elenamercedes.figueroa@urv.cat, edgar.batista@urv.cat, edgar.batista@urv.cat, ramon.palau@urv.cat, maria.ferre@urv.cat, antoni.martinez@urv.cat, montserrat.ferre@urv.cat
  • Keywords:

    Smart classroom
    Smart classroo
    Reviews
    Proposals
    Emotion recognition
    Educational technology
    Education
    Databases
    Convolutional neural networks
    Artificial intelligence
    Computer Science (Miscellaneous)
    Computer Science
    Information Systems
    Engineering (Miscellaneous)
    Engineering
    Electrical & Electronic
    Materials Science (Miscellaneous)
    Telecommunications
    Materials science (all)
    General materials science
    General engineering
    General computer science
    Engineering (all)
    Engenharias iv
    Engenharias iii
    Electrical and electronic engineering
    Computer science (all)
    Ciência da computação
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