Research on Optimizing Teaching Resource Allocation Strategies with Machine Learning Models for Intelligent English Teaching Systems

[1] Igbokwe, I. C. (2023). Application of artificial intelligence (AI) in educational management. International Journal of Scientific and Research Publications, 13(3), 300-307. IgbokweI. C. (2023). Application of artificial intelligence (AI) in educational management. International Journal of Scientific and Research Publications, 13(3), 300-307.Search in Google Scholar

[2] Haldorai, A., Murugan, S., & Ramu, A. (2021). Evolution, challenges, and application of intelligent ICT education: An overview. Computer Applications in Engineering Education, 29(3), 562-571. HaldoraiA.MuruganS. & RamuA. (2021). Evolution, challenges, and application of intelligent ICT education: An overview. Computer Applications in Engineering Education, 29(3), 562-571.Search in Google Scholar

[3] Ma, J. (2021). Intelligent decision system of higher educational resource data under artificial intelligence technology. International Journal of Emerging Technologies in Learning, 15(5). MaJ. (2021). Intelligent decision system of higher educational resource data under artificial intelligence technology. International Journal of Emerging Technologies in Learning, 15(5).Search in Google Scholar

[4] Liua, Y., Salehb, S., & Huang, J. (2021). Artificial intelligence in promoting teaching and learning transformation in schools. Artificial Intelligence, 15(3). LiuaY.SalehbS. & HuangJ. (2021). Artificial intelligence in promoting teaching and learning transformation in schools. Artificial Intelligence, 15(3).Search in Google Scholar

[5] Nguyen, A., Ngo, H. N., Hong, Y., Dang, B., & Nguyen, B. P. T. (2023). Ethical principles for artificial intelligence in education. Education and Information Technologies, 28(4), 4221-4241. NguyenA.NgoH. N.HongY.DangB. & NguyenB. P. T. (2023). Ethical principles for artificial intelligence in education. Education and Information Technologies, 28(4), 4221-4241.Search in Google Scholar

[6] Kumar, D., Haque, A., Mishra, K., Islam, F., Mishra, B. K., & Ahmad, S. (2023). Exploring the transformative role of artificial intelligence and metaverse in education: A comprehensive review. Metaverse Basic and Applied Research, 2, 55-55. KumarD.HaqueA.MishraK.IslamF.MishraB. K. & AhmadS. (2023). Exploring the transformative role of artificial intelligence and metaverse in education: A comprehensive review. Metaverse Basic and Applied Research, 2, 55-55.Search in Google Scholar

[7] Baker, R. S. (2021). Artificial intelligence in education: Bringing it all together. Digital education outlook: Pushing the frontiers with AI, blockchain, and robots, 43-54. BakerR. S. (2021). Artificial intelligence in education: Bringing it all together. Digital education outlook: Pushing the frontiers with AI, blockchain, and robots, 43-54.Search in Google Scholar

[8] George, B., & Wooden, O. (2023). Managing the strategic transformation of higher education through artificial intelligence. Administrative Sciences, 13(9), 196. GeorgeB. & WoodenO. (2023). Managing the strategic transformation of higher education through artificial intelligence. Administrative Sciences, 13(9), 196.Search in Google Scholar

[9] Mayerle, S. F., Rodrigues, H. F., de Figueiredo, J. N., & Chiroli, D. M. D. G. (2022). Optimal student/school/class/teacher/classroom matching to support efficient public school system resource allocation. Socio-Economic Planning Sciences, 83, 101341. MayerleS. F.RodriguesH. F.de FigueiredoJ. N. & ChiroliD. M. D. G. (2022). Optimal student/school/class/teacher/classroom matching to support efficient public school system resource allocation. Socio-Economic Planning Sciences, 83, 101341.Search in Google Scholar

[10] Mohamed, O., Han, J., & Wei, Z. (2018). Intelligent tutoring system: besides the chances and challenges in artifical intelligence era and maker era. Int. J. Recent Sci. Res, 9, 29053-29062. MohamedO.HanJ. & WeiZ. (2018). Intelligent tutoring system: besides the chances and challenges in artifical intelligence era and maker era. Int. J. Recent Sci. Res, 9, 29053-29062.Search in Google Scholar

[11] Li, X., & Jiang, Y. (2024). Artificial intelligence in education: Opportunities, current status, and prospects. Geographical Research Bulletin, 3, 146-174. LiX. & JiangY. (2024). Artificial intelligence in education: Opportunities, current status, and prospects. Geographical Research Bulletin, 3, 146-174.Search in Google Scholar

[12] DeCostanza, A. H., Gamble, K. R., Estrada, A. X., & Orvis, K. L. (2018). Team measurement: unobtrusive strategies for intelligent tutoring systems. In Building Intelligent Tutoring Systems for Teams (Vol. 19, pp. 101-130). Emerald Publishing Limited. DeCostanzaA. H.GambleK. R.EstradaA. X. & OrvisK. L. (2018). Team measurement: unobtrusive strategies for intelligent tutoring systems. In Building Intelligent Tutoring Systems for Teams (Vol. 19, pp. 101-130). Emerald Publishing Limited.Search in Google Scholar

[13] Chevalère, J., Yun, H. S., Henke, A., Pinkwart, N., Hafner, V. V., & Lazarides, R. (2023). A sequence of learning processes in an intelligent tutoring system from topic-related appraisals to learning gains. Learning and Instruction, 87, 101799. ChevalèreJ.YunH. S.HenkeA.PinkwartN.HafnerV. V. & LazaridesR. (2023). A sequence of learning processes in an intelligent tutoring system from topic-related appraisals to learning gains. Learning and Instruction, 87, 101799.Search in Google Scholar

[14] Praveenkumar, P., Pragati, M., Prathiba, S., Mirthulaa, G., Supriya, P., Jayashree, B., & Jayasri, R. (2024). Information Processing, Learning, and Its Artificial Intelligence. Computational Intelligence: Theory and Applications, 97-116. PraveenkumarP.PragatiM.PrathibaS.MirthulaaG.SupriyaP.JayashreeB. & JayasriR. (2024). Information Processing, Learning, and Its Artificial Intelligence. Computational Intelligence: Theory and Applications, 97-116.Search in Google Scholar

[15] Ni, A., & Cheung, A. (2023). Understanding secondary students’ continuance intention to adopt AI-powered intelligent tutoring system for English learning. Education and Information Technologies, 28(3), 3191-3216. NiA. & CheungA. (2023). Understanding secondary students’ continuance intention to adopt AI-powered intelligent tutoring system for English learning. Education and Information Technologies, 28(3), 3191-3216.Search in Google Scholar

[16] Wang, Y. Y., Lai, A. F., Shen, R. K., Yang, C. Y., Shen, V. R., & Chu, Y. H. (2019). Modeling and verification of an intelligent tutoring system based on Petri net theory. Mathematical Biosciences and Engineering, 16(5), 4947-4975. WangY. Y.LaiA. F.ShenR. K.YangC. Y.ShenV. R. & ChuY. H. (2019). Modeling and verification of an intelligent tutoring system based on Petri net theory. Mathematical Biosciences and Engineering, 16(5), 4947-4975.Search in Google Scholar

[17] Demir, Ü. (2020). The effect of using negative knowledge based intelligent tutoring system evaluator software to the academic success in English language education. Pedagogies: An International Journal, 15(4), 245-261. DemirÜ. (2020). The effect of using negative knowledge based intelligent tutoring system evaluator software to the academic success in English language education. Pedagogies: An International Journal, 15(4), 245-261.Search in Google Scholar

[18] Caiyan, J. (2022). Design of an e-learning resource allocation model from the perspective of educational equity. International Journal of Emerging Technologies in Learning (iJET), 17(3), 50-67. CaiyanJ. (2022). Design of an e-learning resource allocation model from the perspective of educational equity. International Journal of Emerging Technologies in Learning (iJET), 17(3), 50-67.Search in Google Scholar

[19] Zhang, Y., & Wang, D. (2020). Integration model of English teaching resources based on artificial intelligence. International Journal of Continuing Engineering Education and Life Long Learning, 30(4), 398-414. ZhangY. & WangD. (2020). Integration model of English teaching resources based on artificial intelligence. International Journal of Continuing Engineering Education and Life Long Learning, 30(4), 398-414.Search in Google Scholar

[20] Chen, C. (2022). A method of digital English teaching resource sharing based on artificial intelligence. Journal of Information & Knowledge Management, 21(Supp02), 2240018. ChenC. (2022). A method of digital English teaching resource sharing based on artificial intelligence. Journal of Information & Knowledge Management, 21(Supp02), 2240018.Search in Google Scholar

[21] Zhu, Y. (2021, June). Design of integrated management system for English teaching resources based on artificial intelligence. In 2021 2nd International Conference on Artificial Intelligence and Education (ICAIE) (pp. 29-33). IEEE. ZhuY. (2021, June). Design of integrated management system for English teaching resources based on artificial intelligence. In 2021 2nd International Conference on Artificial Intelligence and Education (ICAIE) (pp. 29-33). IEEE.Search in Google Scholar

[22] Li, Q. (2021). The use of artificial intelligence combined with cloud computing in the design of education information management platform. International Journal of Emerging Technologies in Learning (iJET), 16(5), 32-44. LiQ. (2021). The use of artificial intelligence combined with cloud computing in the design of education information management platform. International Journal of Emerging Technologies in Learning (iJET), 16(5), 32-44.Search in Google Scholar

[23] Xu, L., & Yu, W. (2024). Design and Implementation of Artificial Intelligence Online Learning Platform Based on Resource Scheduling Technology. Journal of Cases on Information Technology (JCIT), 26(1), 1-22. XuL. & YuW. (2024). Design and Implementation of Artificial Intelligence Online Learning Platform Based on Resource Scheduling Technology. Journal of Cases on Information Technology (JCIT), 26(1), 1-22.Search in Google Scholar

[24] Akyuz, Y. (2020). Effects of intelligent tutoring systems (ITS) on personalized learning (PL). Creative Education, 11(06), 953. AkyuzY. (2020). Effects of intelligent tutoring systems (ITS) on personalized learning (PL). Creative Education, 11(06), 953.Search in Google Scholar

[25] Congcong Hao. (2024). Research on the development and utilization strategy of digital teaching resources in pedagogy. Transactions on Comparative Education(5), HaoCongcong. (2024). Research on the development and utilization strategy of digital teaching resources in pedagogy. Transactions on Comparative Education(5),Search in Google Scholar

[26] Xin Han & Kun Jiao. (2024). Study on multimedia network aided English teaching resource integration system based on cloud storage. International Journal of Continuing Engineering Education and Life-Long Learning(1),39-52. HanXin & JiaoKun. (2024). Study on multimedia network aided English teaching resource integration system based on cloud storage. International Journal of Continuing Engineering Education and Life-Long Learning(1),39-52.Search in Google Scholar

[27] Fan Zhang. (2019). Network Slice Resource Adaptive Dynamic Adjustment Method Based on Bat Algorithm. Поволжская Археология(4), ZhangFan. (2019). Network Slice Resource Adaptive Dynamic Adjustment Method Based on Bat Algorithm. Поволжская Археология(4),Search in Google Scholar

[28] Gupta Varun,Moseley Benjamin,Uetz Marc & Xie Qiaomin. (2021). Corrigendum: Greed Works—Online Algorithms for Unrelated Machine Stochastic Scheduling. Mathematics of Operations Research(3), VarunGuptaBenjaminMoseleyMarcUetz & QiaominXie. (2021). Corrigendum: Greed Works—Online Algorithms for Unrelated Machine Stochastic Scheduling. Mathematics of Operations Research(3),Search in Google Scholar

[29] Sanjib Debnath,Swapan Debbarma,Sukanta Nama,Apu Kumar Saha,Runu Dhar,Ali Riza Yildiz & Amir H. Gandomi. (2024). Centroid opposition-based backtracking search algorithm for global optimization and engineering problems. Advances in Engineering Software103784-103784. DebnathSanjibDebbarmaSwapanNamaSukantaSahaApu KumarDharRunuYildizAli Riza & GandomiAmir H.. (2024). Centroid opposition-based backtracking search algorithm for global optimization and engineering problems. Advances in Engineering Software103784-103784.Search in Google Scholar