Research on Optimising Personalised Teaching Models in University Piano Courses Using Reinforcement Learning Algorithms

[1] [1] Alyahyan, E., & Düştegör, D. (2020). Predicting academic success in higher education: Literature review and best practices. International Journal of Educational Technology in Higher Education, 17(1), 1–21. Alyahyan E. Düştegör D. ( 2020 ). Predicting academic success in higher education: Literature review and best practices . International Journal of Educational Technology in Higher Education , 17 ( 1 ), 1 – 21 . Search in Google Scholar

[2] [2] Chaabi, Y., Ndiyae, N. M., & Lekdioui, K. (2020). Personalized recommendation of educational resources in a MOOC using a combination of collaborative filtering and semantic content analysis. International Journal of Scientific & Technology Research, 9(2), 3243–3248. Chaabi Y. Ndiyae N. M. Lekdioui K. ( 2020 ). Personalized recommendation of educational resources in a MOOC using a combination of collaborative filtering and semantic content analysis . International Journal of Scientific & Technology Research , 9 ( 2 ), 3243 – 3248 . Search in Google Scholar

[3] [3] Alli, N., Rajan, R., & Ratliff, G. (2016). How personalized learning unlocks student success. Educause Review, 51(2),12–21. Alli N. Rajan R. Ratliff G. ( 2016 ). How personalized learning unlocks student success . Educause Review , 51 ( 2 ), 12 – 21 . Search in Google Scholar

[4] [4] Lu, Y., Labott, J. R., Salmons, I. H., et al. (2022). Identifying modifiable and nonmodifiable cost drivers of ambulatory rotator cuff repair: A machine learning analysis. Journal of Shoulder and Elbow Surgery, 31, 2262–2273. Lu Y. Labott J. R. Salmons I. H. ( 2022 ). Identifying modifiable and nonmodifiable cost drivers of ambulatory rotator cuff repair: A machine learning analysis . Journal of Shoulder and Elbow Surgery , 31 , 2262 – 2273 . Search in Google Scholar

[5] [5] Gabriel, R. A., Harjai, B., Simpson, S., et al. (2022). Machine learning-based models predicting outpatient surgery end time and recovery room discharge at an ambulatory surgery center. Anesthesia & Analgesia, 135, 159–169. Gabriel R. A. Harjai B. Simpson S. ( 2022 ). Machine learning-based models predicting outpatient surgery end time and recovery room discharge at an ambulatory surgery center . Anesthesia & Analgesia , 135 , 159 – 169 . Search in Google Scholar

[6] [6] Feron, & Ma, Y. (2010). Developing personalized learning to promote educational justice: A discussion on the basic theory and practical experience of personalized learning in Britain. Global Education Perspectives, 39(08), 42–46. Feron Ma Y. ( 2010 ). Developing personalized learning to promote educational justice: A discussion on the basic theory and practical experience of personalized learning in Britain . Global Education Perspectives , 39 ( 08 ), 42 – 46 . Search in Google Scholar

[7] [7] Premalatha, M., & Viswanathan, V. (2018). Suganya, G., Kaviya, M., & Vijaya, A. Educational data mining and recommender systems survey. International Journal of Web Portals, 10(1), 39–53. Premalatha M. Viswanathan V. ( 2018 ). Suganya G. Kaviya M. Vijaya A. Educational data mining and recommender systems survey . International Journal of Web Portals , 10 ( 1 ), 39 – 53 . Search in Google Scholar

[8] [8] Cui, Y. (2021). Intelligent recommendation system based on mathematical modeling in personalized data mining. Mathematical Problems in Engineering, 2021(3), 1–11. Cui Y. ( 2021 ). Intelligent recommendation system based on mathematical modeling in personalized data mining . Mathematical Problems in Engineering , 2021 ( 3 ), 1 – 11 . Search in Google Scholar

[9] [9] Venkatesh, M., Sathyalakshmi, S. J. E. G. (2020). Smart learning using personalised recommendations in web-based learning systems using artificial bee colony algorithm to improve learning performance. Electronic Government, an International Journal, 16(1–2), 101–117. Venkatesh M. Sathyalakshmi S. J. E. G. ( 2020 ). Smart learning using personalised recommendations in web-based learning systems using artificial bee colony algorithm to improve learning performance . Electronic Government, an International Journal , 16 ( 1–2 ), 101 – 117 . Search in Google Scholar

[10] [10] Chen, H., Yin, C., Li, R., & Xiong, Z. D. B. (2020). Enhanced learning resource recommendation based on online learning style model. Tsinghua Science and Technology, 25(3), 348–356. Chen H. Yin C. Li R. Xiong Z. D. B. ( 2020 ). Enhanced learning resource recommendation based on online learning style model . Tsinghua Science and Technology , 25 ( 3 ), 348 – 356 . Search in Google Scholar

[11] [11] Fu, M., Qu, H., Yi, Z., Lu, L., & Liu, Y. (2018). A novel deep learning-based collaborative filtering model for recommendation system. IEEE Transactions on Cybernetics, 49(3), 1084–1096. Fu M. Qu H. Yi Z. Lu L. Liu Y. ( 2018 ). A novel deep learning-based collaborative filtering model for recommendation system . IEEE Transactions on Cybernetics , 49 ( 3 ), 1084 – 1096 . Search in Google Scholar

[12] [12] Song, H. Y., Zhang, H., & Xing, Z. H. (2021). Research on personalized recommendation system based on association rules. Journal of Physics: Conference Series, 1961(1), 012027–012036. Song H. Y. Zhang H. Xing Z. H. ( 2021 ). Research on personalized recommendation system based on association rules . Journal of Physics: Conference Series , 1961 ( 1 ), 012027 – 012036 . Search in Google Scholar

[13] [13] Tarus, J. K., Niu, Z., & Mustafa, G. (2018). Knowledge-based recommendation: A review of ontology-based recommender systems for e-learning. Artificial Intelligence Review, 50(1), 21–48. Tarus J. K. Niu Z. Mustafa G. ( 2018 ). Knowledge-based recommendation: A review of ontology-based recommender systems for e-learning . Artificial Intelligence Review , 50 ( 1 ), 21 – 48 . Search in Google Scholar

[14] [14] Shanshan, S., Mingjin, G., & Lijuan, L. (2021). An improved hybrid ontology-based approach for online learning resource recommendations. Educational Technology Research and Development, 69(5), 2637–2661. Shanshan S. Mingjin G. Lijuan L. ( 2021 ). An improved hybrid ontology-based approach for online learning resource recommendations . Educational Technology Research and Development , 69 ( 5 ), 2637 – 2661 . Search in Google Scholar