A Study of Adult Education Information and Management Models Combining Deep Learning and Recommendation Algorithms

[1]Qu, J. (2021). Research on mobile learning in a teaching information service system based on a big data driven environment. Education and Information Technologies, 26(5), 6183-6201.Search in Google Scholar

[2]Du, X., Yang, J., Hung, J. L., & Shelton, B. (2020). Educational data mining: a systematic review of research and emerging trends. Information Discovery and Delivery, 48(4), 225-236.Search in Google Scholar

[3]Neimann, T., & Wang, V. (2017). Deep Learning and Online Education as an Informal Learning Process: Is There a Relationship between Deep Learning and Online Education as an Informal Learning Process?. In Adult education and vocational training in the digital age (pp. 37-57). IGI Global.Search in Google Scholar

[4]Dias, S. B., Hadjileontiadou, S. J., Diniz, J., & Hadjileontiadis, L. J. (2020). DeepLMS: a deep learning predictive model for supporting online learning in the Covid-19 era. Scientific reports, 10(1), 19888.Search in Google Scholar

[5]Zhao, W. X., Mu, S., Hou, Y., Lin, Z., Chen, Y., Pan, X., ... & Wen, J. R. (2021, October). Recbole: Towards a unified, comprehensive and efficient framework for recommendation algorithms. In proceedings of the 30th acm international conference on information & knowledge management (pp. 4653-4664).Search in Google Scholar

[6]Turnbull, D., Chugh, R., & Luck, J. (2020). Learning management systems, an overview. Encyclopedia of education and information technologies, 1052-1058.Search in Google Scholar

[7]Rumble, G. (2019). The planning and management of distance education. Routledge.Search in Google Scholar

[8]Charitopoulos, A., Rangoussi, M., & Koulouriotis, D. (2020). On the use of soft computing methods in educational data mining and learning analytics research: A review of years 2010–2018. International Journal of Artificial Intelligence in Education, 30(3), 371-430.Search in Google Scholar

[9]Ouyang, F., Zheng, L., & Jiao, P. (2022). Artificial intelligence in online higher education: A systematic review of empirical research from 2011 to 2020. Education and Information Technologies, 27(6), 7893-7925.Search in Google Scholar

[10]Iivari, N., Sharma, S., & Ventä-Olkkonen, L. (2020). Digital transformation of everyday life–How COVID-19 pandemic transformed the basic education of the young generation and why information management research should care?. International journal of information management, 55, 102183.Search in Google Scholar

[11]Mosteanu, N. R. (2020). Digital university campus–change the education system approach to meet the 21st century needs. European Journal of Human Resource Management Studies, 4(4).Search in Google Scholar

[12]Pouyanfar, S., Sadiq, S., Yan, Y., Tian, H., Tao, Y., Reyes, M. P., ... & Iyengar, S. S. (2018). A survey on deep learning: Algorithms, techniques, and applications. ACM computing surveys (CSUR), 51(5), 1-36.Search in Google Scholar

[13]Da’u, A., & Salim, N. (2020). Recommendation system based on deep learning methods: a systematic review and new directions. Artificial Intelligence Review, 53(4), 2709-2748.Search in Google Scholar

[14]Zhang, S., Yao, L., Sun, A., & Tay, Y. (2019). Deep learning based recommender system: A survey and new perspectives. ACM computing surveys (CSUR), 52(1), 1-38.Search in Google Scholar

[15]Chatterjee, A., Prinz, A., Riegler, M. A., & Meena, Y. K. (2023). An automatic and personalized recommendation modelling in activity eCoaching with deep learning and ontology. Scientific Reports, 13(1), 10182.Search in Google Scholar

[16]Aydoğdu, Y. Ö., Sancak, B., Durak, H. Y., & Somyürek, S. (2023). A Systematic Review on Recommendation Systems Developed for the Field of Adult Education. International Journal of Educational Research Review, 8(4), 864-878.Search in Google Scholar

[17]Wang, L. (2023). Utilization of Artificial Intelligence Technology in Higher Education Management. Adult and Higher Education, 5(19), 121-128.Search in Google Scholar

[18]Reid, L., & Reid, L. (2019). Learning management systems: The game changer for traditional teaching and learning at adult and higher education institutions. Global Journal of Human Social Science: G Linguistics & Education, 19(6), 1-13.Search in Google Scholar

[19]Alharbe Nawaf,Rakrouki Mohamed Ali & Aljohani Abeer. (2023). A collaborative filtering recommendation algorithm based on embedding representation. Expert Systems With ApplicationsSearch in Google Scholar

[20]H. Sharen,L. Jani Anbarasi,P. Rukmani,Amir H. Gandomi,R. Neeraja & Modigari Narendra. (2024). WISNet: A deep neural network based human activity recognition system. Expert Systems With Applications124999-124999.Search in Google Scholar

[21]Faiz Akram,Tanvir Ahmad & Mohd. Sadiq. (2024). An integrated fuzzy adjusted cosine similarity and TOPSIS based recommendation system for information system requirements selection. Decision Analytics Journal100443-.Search in Google Scholar