Artificial intelligence in intelligent tutoring systems toward sustainable education: a systematic review
Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sust...
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Published in | Smart Learning Environments Vol. 10; no. 1; pp. 41 - 22 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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Singapore
Springer Nature Singapore
01.12.2023
Springer Springer Nature B.V SpringerOpen |
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Abstract | Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sustainable education by improving access to quality education, creating personalized learning experiences, and supporting data-driven decision-making. One outcome of using AI and Information Technology (IT) systems in sustainable education is the ability to provide students with personalized learning experiences that cater to their unique learning styles and preferences. Additionally, AI systems can provide teachers with data-driven insights into student performance, emotions, and engagement levels, enabling them to tailor their teaching methods and approaches or provide assistance or intervention accordingly. However, the use of AI and IT systems in sustainable education also presents challenges, including issues related to privacy and data security, as well as potential biases in algorithms and machine learning models. Moreover, the deployment of these systems requires significant investments in technology and infrastructure, which can be a challenge for educators. In this review paper, we will provide different perspectives from educators and information technology solution architects to connect education and AI technology. The discussion areas include sustainable education concepts and challenges, technology coverage and outcomes, as well as future research directions. By addressing these challenges and pursuing further research, we can unlock the full potential of these technologies and support a more equitable and sustainable education system. |
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AbstractList | Abstract Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sustainable education by improving access to quality education, creating personalized learning experiences, and supporting data-driven decision-making. One outcome of using AI and Information Technology (IT) systems in sustainable education is the ability to provide students with personalized learning experiences that cater to their unique learning styles and preferences. Additionally, AI systems can provide teachers with data-driven insights into student performance, emotions, and engagement levels, enabling them to tailor their teaching methods and approaches or provide assistance or intervention accordingly. However, the use of AI and IT systems in sustainable education also presents challenges, including issues related to privacy and data security, as well as potential biases in algorithms and machine learning models. Moreover, the deployment of these systems requires significant investments in technology and infrastructure, which can be a challenge for educators. In this review paper, we will provide different perspectives from educators and information technology solution architects to connect education and AI technology. The discussion areas include sustainable education concepts and challenges, technology coverage and outcomes, as well as future research directions. By addressing these challenges and pursuing further research, we can unlock the full potential of these technologies and support a more equitable and sustainable education system. Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sustainable education by improving access to quality education, creating personalized learning experiences, and supporting data-driven decision-making. One outcome of using AI and Information Technology (IT) systems in sustainable education is the ability to provide students with personalized learning experiences that cater to their unique learning styles and preferences. Additionally, AI systems can provide teachers with data-driven insights into student performance, emotions, and engagement levels, enabling them to tailor their teaching methods and approaches or provide assistance or intervention accordingly. However, the use of AI and IT systems in sustainable education also presents challenges, including issues related to privacy and data security, as well as potential biases in algorithms and machine learning models. Moreover, the deployment of these systems requires significant investments in technology and infrastructure, which can be a challenge for educators. In this review paper, we will provide different perspectives from educators and information technology solution architects to connect education and AI technology. The discussion areas include sustainable education concepts and challenges, technology coverage and outcomes, as well as future research directions. By addressing these challenges and pursuing further research, we can unlock the full potential of these technologies and support a more equitable and sustainable education system. |
ArticleNumber | 41 |
Author | Lin, Chien-Chang Huang, Anna Y. Q. Lu, Owen H. T. |
Author_xml | – sequence: 1 givenname: Chien-Chang orcidid: 0000-0001-6801-8061 surname: Lin fullname: Lin, Chien-Chang email: cclin3123@gmail.com organization: National Central University – sequence: 2 givenname: Anna Y. Q. surname: Huang fullname: Huang, Anna Y. Q. organization: National Central University – sequence: 3 givenname: Owen H. T. surname: Lu fullname: Lu, Owen H. T. organization: National Chengchi University |
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Cites_doi | 10.1007/978-3-319-24258-3_4 10.1016/j.caeai.2022.100074 10.18820/2519593X/pie.v40.i3.4 10.3390/ijerph20031759 10.1016/j.future.2021.07.003 10.1145/3284179.3284235 10.3390/su142316080 10.2478/v10099-012-0014-8 10.1080/10447318.2020.1741118 10.1016/j.inffus.2019.12.012 10.1016/j.caeai.2022.100066 10.1109/ICALT52272.2021.00107 10.1109/TALE48869.2020.9368432 10.1007/s40593-017-0139-y 10.1504/IJTEL.2012.051815 10.1186/s41239-022-00372-4 10.1007/s10956-020-09894-w 10.1016/j.compedu.2019.103599 10.30191/ETS.202301_26(1).0008 10.1109/ICISCT52966.2021.9670009 10.1007/s11042-017-4467-6 10.14742/apubs.2016.845 10.21606/drs.2020.282 10.3390/app10228196 10.30191/ETS.202301_26(1).0007 10.3390/su14074167 10.1145/2723576.2723602 10.1007/978-3-030-05324-6_129-1 10.1016/j.eswa.2013.03.030 10.1109/ICAC57685.2022.10025237 10.1016/j.caeai.2021.100008 10.18653/v1/W19-4446 10.3390/su131810296 10.19173/IRRODL.V22I4.5417 10.1109/CSCI51800.2020.00169 10.55612/s-5002-052-004 10.3390/su14010568 10.1080/10494820.2019.1637351 10.1007/s40692-018-0122-0 10.1136/bmj.n71 10.3390/app11020807 10.1145/2876034.2893414 10.1007/978-3-030-23207-8_13 10.3390/su15010209 10.1109/TMMS.1970.299942 10.3390/su14148431 10.1609/aimag.v40i2.2850 10.1109/ACCESS.2021.3105956 10.1145/3397453.3397456 |
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References | Hasnine, M. N., Akcapinar, G., Flanagan, B., Majumdar, R., Mouri, K., & Ogata, H. (2018). Towards final scores prediction over clickstream using machine learning methods. In ICCE 2018—26th International conference on computers in education, workshop proceedings, Philippines. SaudelliMGNiemczykEKEducation for sustainable development: Insights from Canadian and South African universitiesPerspectives in Education2022403476110.18820/2519593X/pie.v40.i3.4 Tewari, A. (2020). Sustainable education in India through artificial intelligence: Challenges and opportunities. In WebSci 2020—Companion of the 12th ACM conference on web science, Southampton, United Kingdom. Tsegay, S. M., Ashraf, M. A., Perveen, S., & Zegergish, M. Z. (2022). Online teaching during COVID-19 pandemic: Teachers’ experiences from a Chinese university. Sustainability (Switzerland), 14(1), 568, Article 568. https://doi.org/10.3390/su14010568 Mayfield, E., Madaio, M., Prabhumoye, S., Gerritsen, D., McLaughlin, B., Dixon-Román, E., & Black, A. W. (2019). Equity beyond bias in language technologies for education. In Proceedings of the fourteenth workshop on innovative use of NLP for building educational applications, Florence, Italy. Ouyang, F., Wu, M., Zheng, L., Zhang, L., & Jiao, P. (2023). Integration of artificial intelligence performance prediction and learning analytics to improve student learning in online engineering course. International Journal of Educational Technology in Higher Education, 20(1), 4, Article 4. https://doi.org/10.1186/s41239-022-00372-4 LlurbaCFretesGPalauRPilot study of real-time emotional recognition technology for secondary school studentsInteraction Design and Architecture(s)202252618010.55612/s-5002-052-004 YangSJHOgataHMatsuiTGuest editorial: Human-centered AI in education: Augment human intelligence with machine intelligence [Editorial]Educational Technology and Society2023261959810.30191/ETS.202301_26(1).0007 Simuț, C., Petrila, L., Popescu, F. A., & Oprea, I. M. (2021). Challenges and opportunities for telecommuting in the school system: Building a sustainable online education in the context of the SARS-Cov-2 pandemic. Sustainability (Switzerland), 13(18), 10296, Article 10296. https://doi.org/10.3390/su131810296 Yousuf, M., & Wahid, A. (2021). The role of artificial intelligence in education: Current trends and future prospects. In 2021 International conference on information science and communications technologies (ICISCT), Tashkent, Uzbekistan. Singh, N., Gunjan, V. K., Mishra, A. K., Mishra, R. K., & Nawaz, N. (2022). Seistutor: A custom-tailored intelligent tutoring system and sustainable education. Sustainability (Switzerland), 14(7), 4167, Article 4167. https://doi.org/10.3390/su14074167 Tobarra, L., Utrilla, A., Robles-Gómez, A., Pastor-Vargas, R., & Hernández, R. (2021). A cloud game-based educative platform architecture: The cyberscratch project. Applied Sciences, 11(2), 1–22, Article 807. https://doi.org/10.3390/app11020807 Acevedo-Duque, Á., Jiménez-Bucarey, C., Prado-Sabido, T., Fernández-Mantilla, M. M., Merino-Flores, I., Izquierdo-Marín, S. S., & Valle-Palomino, N. (2023). Education for sustainable development: Challenges for postgraduate programmes. International Journal of Environmental Research and Public Health, 20(3), 1759, Article 1759. https://doi.org/10.3390/ijerph20031759 Guerrero-Higueras, Á. M., DeCastro-García, N., Conde, M. Á., & Matellán, V. (2018). Predictive models of academic success: A case study with version control systems. In Proceedings of the sixth international conference on technological ecosystems for enhancing multiculturality, Salamanca, Spain. Khahro, S. H., & Javed, Y. (2022). Key challenges in 21st century learning: A way forward towards sustainable higher educational institutions. Sustainability (Switzerland), 14(23), 16080, Article 16080. https://doi.org/10.3390/su142316080 ArrietaABDíaz-RodríguezNDel SerJBennetotATabikSBarbadoAGarciaSGil-LopezSMolinaDBenjaminsRChatilaRHerreraFExplainable artificial intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AIInformation Fusion2020588211510.1016/j.inffus.2019.12.012 Xing, W., & Goggins, S. (2015). Learning analytics in outer space: A hidden naïve bayes model for automatic student off-task behavior detection. In Proceedings of the fifth international conference on learning analytics and knowledge, Poughkeepsie, New York. Afzaal, M., Nouri, J., Zia, A., Papapetrou, P., Fors, U., Wu, Y., Li, X., & Weegar, R. (2021). Automatic and intelligent recommendations to support students' self-regulation. In 2021 International conference on advanced learning technologies (ICALT), Tartu, Estonia. WadeRPedagogy, places and peopleJournal of Teacher Education for Sustainability201214214716710.2478/v10099-012-0014-8 YinRKQualitative research from start to finish2015Guilford Publications Silva, K., Induwara, R., Wimukthi, M., Poornika, S., Samaratunge Arachchillage, U. S. S., & Jayalath, T. (2022). E-tutor: Comprehensive student productivity management system for education. In 2022 4th International conference on advancements in computing (ICAC), Colombo, Sri Lanka. Ruipérez-ValienteJAJaramillo-MorilloDJoksimovićSKovanovićVMuñoz-MerinoPJGaševićDData-driven detection and characterization of communities of accounts collaborating in MOOCsFuture Generation Computer Systems202112559060310.1016/j.future.2021.07.003 ChattiMADyckhoffALSchroederUThüsHA reference model for learning analyticsInternational Journal of Technology Enhanced Learning201245–631833110.1504/IJTEL.2012.051815 PageMJMcKenzieJEBossuytPMBoutronIHoffmannTCMulrowCDShamseerLTetzlaffJMAklEABrennanSEThe PRISMA 2020 statement: An updated guideline for reporting systematic reviewsInternational Journal of Surgery2021372n7110.1136/bmj.n71 Serrano-LagunaAManeroBFreireMFernandez-ManjonBA methodology for assessing the effectiveness of serious games and for inferring player learning outcomesMultimedia Tools and Applications20187722849287110.1007/s11042-017-4467-6 Sterling, S. R., & Orr, D. (2001). Sustainable education: Re-visioning learning and change (Vol. 6). Green Books for the Schumacher Society Totnes. Deng, R., & Benckendorff, P. (2020). Technology-enabled learning. Handbook of e-Tourism, 1–27. Corrigan, O., Glynn, M., McKenna, A., Smeaton, A., & Smyth, S. (2015a). Student data: Data is knowledge: Putting the knowledge back in the students' hands. Paper presented at the proceedings of the 14th European conference on e-learning, South Oxfordshire, UK. YangCCYChenIYLOgataHToward precision education: Educational data mining and learning analytics for identifying students’ learning patterns with ebook systemsEducational Technology and Society2021241152163 Montpetit, C., & Sabourin, S. (2016). Assessing the impact of an “echo360-active learning platform—Enabled classroom in a large enrolment blended learning undergraduate course in genetics. In Proceedings of the 33rd international conference of innovation, practice and research in the use of educational technologies in tertiary education. Niyogisubizo, J., Liao, L., Nziyumva, E., Murwanashyaka, E., & Nshimyumukiza, P. C. (2022). Predicting student's dropout in university classes using two-layer ensemble machine learning approach: A novel stacked generalization. Computers and Education: Artificial Intelligence, 3, 100066, Article 100066. https://doi.org/10.1016/j.caeai.2022.100066 Paramythis, A., & Loidl-Reisinger, S. (2003). Adaptive learning environments and e-learning standards. In Second European conference on e-learning. TzengJWLeeCAHuangNFHuangHHLaiCFMOOC evaluation system based on deep learningInternational Review of Research in Open and Distance Learning2022231214010.19173/IRRODL.V22I4.5417 Shah, Z., Kennedy-Clark, S., Xie, Y., Rahim, M. S., Mahdavi, M., & Levula, A. (2022). Teacher views on teaching sustainability in higher education institutes in Australia. Sustainability (Switzerland), 14(14), 8431, Article 8431. https://doi.org/10.3390/su14148431 PerikosIGrivokostopoulouFHatzilygeroudisIAssistance and feedback mechanism in an intelligent tutoring system for teaching conversion of natural language into logicInternational Journal of Artificial Intelligence in Education201727347551410.1007/s40593-017-0139-y Yang, S. J. H., Ogata, H., Matsui, T., & Chen, N. S. (2021b). Human-centered artificial intelligence in education: Seeing the invisible through the visible. Computers and Education: Artificial Intelligence, 2, 100008, Article 100008. https://doi.org/10.1016/j.caeai.2021.100008 Pereira, F. D., Oliveira, E., Cristea, A., Fernandes, D., Silva, L., Aguiar, G., Alamri, A., & Alshehri, M. (2019). Early dropout prediction for programming courses supported by online judges. Artificial intelligence in education. AIED 2019. Lecture notes in computer science, Cham. WuS-HLaiC-LHwangG-JTsaiC-CResearch trends in technology-enhanced chemistry learning: A review of comparative research from 2010 to 2019Journal of Science Education and Technology202130449651010.1007/s10956-020-09894-w LinCJMubarokHLearning analytics for investigating the mind map-guided AI chatbot approach in an EFL flipped speaking classroomEducational Technology and Society20212441635 GillaniNEynonRChiabautCFinkelKUnpacking the “Black Box” of AI in educationEducational Technology and Society20232619911110.30191/ETS.202301_26(1).0008 Corrigan, O., Smeaton, A. F., Glynn, M., & Smyth, S. (2015b). Using educational analytics to improve test performance. Design for teaching and learning in a networked world. EC-TEL 2015b. Lecture notes in computer science, Cham. Liddy, E. D. (2001). Natural language processing. LeeCATzengJWHuangNFSuYSPrediction of student performance in massive open online courses using deep learning system based on learning behaviorsEducational Technology and Society2021243130146 LeonyDMuñoz-MerinoPJPardoAKloosCDProvision of awareness of learners' emotions through visualizations in a computer interaction-based environmentExpert Systems with Applications201340135093510010.1 RK Yin (260_CR60) 2015 I Perikos (260_CR35) 2017; 27 260_CR17 260_CR18 260_CR59 260_CR16 JA Ruipérez-Valiente (260_CR36) 2021; 125 260_CR14 H Xie (260_CR54) 2019 260_CR11 260_CR55 260_CR12 260_CR10 SJH Yang (260_CR58) 2023; 26 MJ Page (260_CR31) 2021; 372 260_CR61 S-H Wu (260_CR53) 2021; 30 CJ Lin (260_CR23) 2021; 24 CA Lee (260_CR20) 2021; 24 260_CR1 A Serrano-Laguna (260_CR38) 2018; 77 260_CR28 260_CR29 260_CR26 260_CR27 AB Arrieta (260_CR3) 2020; 58 N Gillani (260_CR13) 2023; 26 260_CR25 260_CR22 C Llurba (260_CR24) 2022; 52 MG Saudelli (260_CR37) 2022; 40 260_CR30 MA Chatti (260_CR8) 2012; 4 260_CR9 260_CR2 260_CR5 FD Pereira (260_CR33) 2021; 9 260_CR4 H Khosravi (260_CR19) 2022; 3 JW Tzeng (260_CR49) 2022; 23 260_CR39 B Shneiderman (260_CR40) 2020; 36 260_CR34 260_CR32 260_CR41 D Gunning (260_CR15) 2019; 40 D Leony (260_CR21) 2013; 40 R Wade (260_CR51) 2012; 14 T-W Chan (260_CR7) 2018; 5 CCY Yang (260_CR56) 2021; 24 260_CR48 260_CR46 260_CR47 260_CR44 260_CR45 260_CR42 JR Carbonell (260_CR6) 1970; 11 260_CR43 Q-F Yang (260_CR57) 2019; 29 260_CR52 260_CR50 |
References_xml | – reference: Simuț, C., Petrila, L., Popescu, F. A., & Oprea, I. M. (2021). Challenges and opportunities for telecommuting in the school system: Building a sustainable online education in the context of the SARS-Cov-2 pandemic. Sustainability (Switzerland), 13(18), 10296, Article 10296. https://doi.org/10.3390/su131810296 – reference: YangCCYChenIYLOgataHToward precision education: Educational data mining and learning analytics for identifying students’ learning patterns with ebook systemsEducational Technology and Society2021241152163 – reference: YangQ-FLinC-JHwangG-JResearch focuses and findings of flipping mathematics classes: A review of journal publications based on the technology-enhanced learning modelInteractive Learning Environments201929690593810.1080/10494820.2019.1637351 – reference: Atapattu, T., & Falkner, K. (2016). A framework for topic generation and labeling from MOOC discussions. In Proceedings of the third (2016) ACM conference on learning @ scale, Edinburgh, Scotland, UK. – reference: Lu, O. H. T., Huang, A. Y. Q., & Yang, S. J. H. (2018). Benchmarking and tuning regression algorithms on predicting students’ academic performance. In 26th International conference on computers in education, Philippines. – reference: ArrietaABDíaz-RodríguezNDel SerJBennetotATabikSBarbadoAGarciaSGil-LopezSMolinaDBenjaminsRChatilaRHerreraFExplainable artificial intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AIInformation Fusion2020588211510.1016/j.inffus.2019.12.012 – reference: Paramythis, A., & Loidl-Reisinger, S. (2003). Adaptive learning environments and e-learning standards. In Second European conference on e-learning. – reference: Yang, S. J. H., Ogata, H., Matsui, T., & Chen, N. S. (2021b). Human-centered artificial intelligence in education: Seeing the invisible through the visible. Computers and Education: Artificial Intelligence, 2, 100008, Article 100008. https://doi.org/10.1016/j.caeai.2021.100008 – reference: ChanT-WLooiC-KChenWWongL-HChangBLiaoCCYChengHChenZ-HLiuC-CKongS-CJeongHMasonJSoH-JMurthySYuF-YWongSLKingRBGuXWangMWuLHuangRLamROgataHInterest-driven creator theory: Towards a theory of learning design for Asia in the twenty-first centuryJournal of Computers in Education20185443546110.1007/s40692-018-0122-0 – reference: Afzaal, M., Nouri, J., Zia, A., Papapetrou, P., Fors, U., Wu, Y., Li, X., & Weegar, R. (2021). Automatic and intelligent recommendations to support students' self-regulation. In 2021 International conference on advanced learning technologies (ICALT), Tartu, Estonia. – reference: Acevedo-Duque, Á., Jiménez-Bucarey, C., Prado-Sabido, T., Fernández-Mantilla, M. M., Merino-Flores, I., Izquierdo-Marín, S. S., & Valle-Palomino, N. (2023). Education for sustainable development: Challenges for postgraduate programmes. International Journal of Environmental Research and Public Health, 20(3), 1759, Article 1759. https://doi.org/10.3390/ijerph20031759 – reference: Smaniotto, C., Saramin, A., Brunelli, L., & Parpinel, M. (2023). Insights and next challenges for the italian educational system to teach sustainability in a global context. Sustainability (Switzerland), 15(1), 209, Article 209. https://doi.org/10.3390/su15010209 – reference: Liddy, E. D. (2001). Natural language processing. – reference: LinCJMubarokHLearning analytics for investigating the mind map-guided AI chatbot approach in an EFL flipped speaking classroomEducational Technology and Society20212441635 – reference: Ruipérez-ValienteJAJaramillo-MorilloDJoksimovićSKovanovićVMuñoz-MerinoPJGaševićDData-driven detection and characterization of communities of accounts collaborating in MOOCsFuture Generation Computer Systems202112559060310.1016/j.future.2021.07.003 – reference: Shah, Z., Kennedy-Clark, S., Xie, Y., Rahim, M. S., Mahdavi, M., & Levula, A. (2022). Teacher views on teaching sustainability in higher education institutes in Australia. Sustainability (Switzerland), 14(14), 8431, Article 8431. https://doi.org/10.3390/su14148431 – reference: Singh, N., Gunjan, V. K., Mishra, A. K., Mishra, R. K., & Nawaz, N. (2022). Seistutor: A custom-tailored intelligent tutoring system and sustainable education. Sustainability (Switzerland), 14(7), 4167, Article 4167. https://doi.org/10.3390/su14074167 – reference: YinRKQualitative research from start to finish2015Guilford Publications – reference: Choi, Y., & McClenen, C. (2020). Development of adaptive formative assessment system using computerized adaptive testing and dynamic Bayesian networks. Applied Sciences, 10(22), 1–17, Article 8196. https://doi.org/10.3390/app10228196 – reference: KhosraviHShumSBChenGConatiCTsaiY-SKayJKnightSMartinez-MaldonadoRSadiqSGaševićDExplainable artificial intelligence in educationComputers and Education: Artificial Intelligence2022310007410.1016/j.caeai.2022.100074 – reference: Serrano-LagunaAManeroBFreireMFernandez-ManjonBA methodology for assessing the effectiveness of serious games and for inferring player learning outcomesMultimedia Tools and Applications20187722849287110.1007/s11042-017-4467-6 – reference: Deng, R., & Benckendorff, P. (2020). Technology-enabled learning. Handbook of e-Tourism, 1–27. – reference: Guerrero-Higueras, Á. M., DeCastro-García, N., Conde, M. Á., & Matellán, V. (2018). Predictive models of academic success: A case study with version control systems. In Proceedings of the sixth international conference on technological ecosystems for enhancing multiculturality, Salamanca, Spain. – reference: Corrigan, O., Glynn, M., McKenna, A., Smeaton, A., & Smyth, S. (2015a). Student data: Data is knowledge: Putting the knowledge back in the students' hands. Paper presented at the proceedings of the 14th European conference on e-learning, South Oxfordshire, UK. – reference: PageMJMcKenzieJEBossuytPMBoutronIHoffmannTCMulrowCDShamseerLTetzlaffJMAklEABrennanSEThe PRISMA 2020 statement: An updated guideline for reporting systematic reviewsInternational Journal of Surgery2021372n7110.1136/bmj.n71 – reference: Silva, K., Induwara, R., Wimukthi, M., Poornika, S., Samaratunge Arachchillage, U. S. S., & Jayalath, T. (2022). E-tutor: Comprehensive student productivity management system for education. In 2022 4th International conference on advancements in computing (ICAC), Colombo, Sri Lanka. – reference: XieHChuH-CHwangG-JWangC-CTrends and development in technology-enhanced adaptive/personalized learning: A systematic review of journal publications from 2007 to 2017Computers & Education201910.1016/j.compedu.2019.103599 – reference: Tewari, A. (2020). Sustainable education in India through artificial intelligence: Challenges and opportunities. In WebSci 2020—Companion of the 12th ACM conference on web science, Southampton, United Kingdom. – reference: Pereira, F. D., Oliveira, E., Cristea, A., Fernandes, D., Silva, L., Aguiar, G., Alamri, A., & Alshehri, M. (2019). Early dropout prediction for programming courses supported by online judges. Artificial intelligence in education. AIED 2019. Lecture notes in computer science, Cham. – reference: LeeCATzengJWHuangNFSuYSPrediction of student performance in massive open online courses using deep learning system based on learning behaviorsEducational Technology and Society2021243130146 – reference: Sterling, S. R., & Orr, D. (2001). Sustainable education: Re-visioning learning and change (Vol. 6). Green Books for the Schumacher Society Totnes. – reference: LeonyDMuñoz-MerinoPJPardoAKloosCDProvision of awareness of learners' emotions through visualizations in a computer interaction-based environmentExpert Systems with Applications201340135093510010.1016/j.eswa.2013.03.030 – reference: Niyogisubizo, J., Liao, L., Nziyumva, E., Murwanashyaka, E., & Nshimyumukiza, P. C. (2022). Predicting student's dropout in university classes using two-layer ensemble machine learning approach: A novel stacked generalization. Computers and Education: Artificial Intelligence, 3, 100066, Article 100066. https://doi.org/10.1016/j.caeai.2022.100066 – reference: Montpetit, C., & Sabourin, S. (2016). Assessing the impact of an “echo360-active learning platform—Enabled classroom in a large enrolment blended learning undergraduate course in genetics. In Proceedings of the 33rd international conference of innovation, practice and research in the use of educational technologies in tertiary education. – reference: United Nations. (2015). Sustainable development 17 goals. Retrieved 05 May 2023 from https://sdgs.un.org/goals – reference: Weng, J. X., Huang, A. Y. Q., Lu, O. H. T., Chen, I. Y. L., & Yang, S. J. H. (2020). The implementation of precision education for learning analytics. In Proceedings of 2020 IEEE international conference on teaching, assessment, and learning for engineering, TALE, Takamatsu, Japan. – reference: Khahro, S. H., & Javed, Y. (2022). Key challenges in 21st century learning: A way forward towards sustainable higher educational institutions. Sustainability (Switzerland), 14(23), 16080, Article 16080. https://doi.org/10.3390/su142316080 – reference: YangSJHOgataHMatsuiTGuest editorial: Human-centered AI in education: Augment human intelligence with machine intelligence [Editorial]Educational Technology and Society2023261959810.30191/ETS.202301_26(1).0007 – reference: Yousuf, M., & Wahid, A. (2021). The role of artificial intelligence in education: Current trends and future prospects. In 2021 International conference on information science and communications technologies (ICISCT), Tashkent, Uzbekistan. – reference: WuS-HLaiC-LHwangG-JTsaiC-CResearch trends in technology-enhanced chemistry learning: A review of comparative research from 2010 to 2019Journal of Science Education and Technology202130449651010.1007/s10956-020-09894-w – reference: Ouyang, F., Wu, M., Zheng, L., Zhang, L., & Jiao, P. (2023). Integration of artificial intelligence performance prediction and learning analytics to improve student learning in online engineering course. International Journal of Educational Technology in Higher Education, 20(1), 4, Article 4. https://doi.org/10.1186/s41239-022-00372-4 – reference: Ogunkunle, O., & Qu, Y. (2020). A data mining based optimization of selecting learning material in an intelligent tutoring system for advancing STEM education. In 2020 International conference on computational science and computational intelligence (CSCI), Las Vegas, USA. – reference: Xing, W., & Goggins, S. (2015). Learning analytics in outer space: A hidden naïve bayes model for automatic student off-task behavior detection. In Proceedings of the fifth international conference on learning analytics and knowledge, Poughkeepsie, New York. – reference: WadeRPedagogy, places and peopleJournal of Teacher Education for Sustainability201214214716710.2478/v10099-012-0014-8 – reference: LlurbaCFretesGPalauRPilot study of real-time emotional recognition technology for secondary school studentsInteraction Design and Architecture(s)202252618010.55612/s-5002-052-004 – reference: TzengJWLeeCAHuangNFHuangHHLaiCFMOOC evaluation system based on deep learningInternational Review of Research in Open and Distance Learning2022231214010.19173/IRRODL.V22I4.5417 – reference: Jiang, X., Liu, W., & Liu, J. (2019). Learning analytics in a blended computer education course. In Proceedings of the international workshop on artificial intelligence and education, Singapore. – reference: Auernhammer, J. (2020). Human-centered AI: the role of human-centered design research in the development of AI. https://doi.org/10.21606/drs.2020.282 – reference: PereiraFDFonsecaSCOliveiraEHTCristeaAIBellhauserHRodriguesLOliveiraDBFIsotaniSCarvalhoLSGExplaining individual and collective programming students’ behavior by interpreting a black-box predictive modelIEEE Access2021911709711711910.1109/ACCESS.2021.3105956 – reference: Tsegay, S. M., Ashraf, M. A., Perveen, S., & Zegergish, M. Z. (2022). Online teaching during COVID-19 pandemic: Teachers’ experiences from a Chinese university. Sustainability (Switzerland), 14(1), 568, Article 568. https://doi.org/10.3390/su14010568 – reference: PerikosIGrivokostopoulouFHatzilygeroudisIAssistance and feedback mechanism in an intelligent tutoring system for teaching conversion of natural language into logicInternational Journal of Artificial Intelligence in Education201727347551410.1007/s40593-017-0139-y – reference: GunningDAhaDDARPA’s explainable artificial intelligence (XAI) programAI Magazine2019402445810.1609/aimag.v40i2.2850 – reference: GillaniNEynonRChiabautCFinkelKUnpacking the “Black Box” of AI in educationEducational Technology and Society20232619911110.30191/ETS.202301_26(1).0008 – reference: CarbonellJRAI in CAI: An artificial-intelligence approach to computer-assisted instructionIEEE Transactions on Man-Machine Systems197011419020210.1109/TMMS.1970.299942 – reference: ShneidermanBHuman-centered artificial intelligence: Reliable, safe & trustworthyInternational Journal of Human-Computer Interaction202036649550410.1080/10447318.2020.1741118 – reference: Corrigan, O., Smeaton, A. F., Glynn, M., & Smyth, S. (2015b). Using educational analytics to improve test performance. Design for teaching and learning in a networked world. EC-TEL 2015b. Lecture notes in computer science, Cham. – reference: Hasnine, M. N., Akcapinar, G., Flanagan, B., Majumdar, R., Mouri, K., & Ogata, H. (2018). Towards final scores prediction over clickstream using machine learning methods. In ICCE 2018—26th International conference on computers in education, workshop proceedings, Philippines. – reference: Tobarra, L., Utrilla, A., Robles-Gómez, A., Pastor-Vargas, R., & Hernández, R. (2021). A cloud game-based educative platform architecture: The cyberscratch project. Applied Sciences, 11(2), 1–22, Article 807. https://doi.org/10.3390/app11020807 – reference: Mayfield, E., Madaio, M., Prabhumoye, S., Gerritsen, D., McLaughlin, B., Dixon-Román, E., & Black, A. W. (2019). Equity beyond bias in language technologies for education. In Proceedings of the fourteenth workshop on innovative use of NLP for building educational applications, Florence, Italy. – reference: SaudelliMGNiemczykEKEducation for sustainable development: Insights from Canadian and South African universitiesPerspectives in Education2022403476110.18820/2519593X/pie.v40.i3.4 – reference: ChattiMADyckhoffALSchroederUThüsHA reference model for learning analyticsInternational Journal of Technology Enhanced Learning201245–631833110.1504/IJTEL.2012.051815 – ident: 260_CR11 doi: 10.1007/978-3-319-24258-3_4 – ident: 260_CR10 – volume: 3 start-page: 100074 year: 2022 ident: 260_CR19 publication-title: Computers and Education: Artificial Intelligence doi: 10.1016/j.caeai.2022.100074 – volume: 40 start-page: 47 issue: 3 year: 2022 ident: 260_CR37 publication-title: Perspectives in Education doi: 10.18820/2519593X/pie.v40.i3.4 – ident: 260_CR1 doi: 10.3390/ijerph20031759 – volume: 125 start-page: 590 year: 2021 ident: 260_CR36 publication-title: Future Generation Computer Systems doi: 10.1016/j.future.2021.07.003 – volume: 24 start-page: 16 issue: 4 year: 2021 ident: 260_CR23 publication-title: Educational Technology and Society – ident: 260_CR14 doi: 10.1145/3284179.3284235 – ident: 260_CR18 doi: 10.3390/su142316080 – volume: 14 start-page: 147 issue: 2 year: 2012 ident: 260_CR51 publication-title: Journal of Teacher Education for Sustainability doi: 10.2478/v10099-012-0014-8 – volume: 36 start-page: 495 issue: 6 year: 2020 ident: 260_CR40 publication-title: International Journal of Human-Computer Interaction doi: 10.1080/10447318.2020.1741118 – volume: 58 start-page: 82 year: 2020 ident: 260_CR3 publication-title: Information Fusion doi: 10.1016/j.inffus.2019.12.012 – ident: 260_CR28 doi: 10.1016/j.caeai.2022.100066 – volume: 24 start-page: 152 issue: 1 year: 2021 ident: 260_CR56 publication-title: Educational Technology and Society – ident: 260_CR2 doi: 10.1109/ICALT52272.2021.00107 – ident: 260_CR52 doi: 10.1109/TALE48869.2020.9368432 – volume: 27 start-page: 475 issue: 3 year: 2017 ident: 260_CR35 publication-title: International Journal of Artificial Intelligence in Education doi: 10.1007/s40593-017-0139-y – volume: 4 start-page: 318 issue: 5–6 year: 2012 ident: 260_CR8 publication-title: International Journal of Technology Enhanced Learning doi: 10.1504/IJTEL.2012.051815 – ident: 260_CR30 doi: 10.1186/s41239-022-00372-4 – volume: 30 start-page: 496 issue: 4 year: 2021 ident: 260_CR53 publication-title: Journal of Science Education and Technology doi: 10.1007/s10956-020-09894-w – year: 2019 ident: 260_CR54 publication-title: Computers & Education doi: 10.1016/j.compedu.2019.103599 – volume: 26 start-page: 99 issue: 1 year: 2023 ident: 260_CR13 publication-title: Educational Technology and Society doi: 10.30191/ETS.202301_26(1).0008 – ident: 260_CR61 doi: 10.1109/ICISCT52966.2021.9670009 – volume: 77 start-page: 2849 issue: 2 year: 2018 ident: 260_CR38 publication-title: Multimedia 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Title | Artificial intelligence in intelligent tutoring systems toward sustainable education: a systematic review |
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