{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T20:48:06Z","timestamp":1778878086183,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":28,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,1,10]],"date-time":"2020-01-10T00:00:00Z","timestamp":1578614400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Natural Science Foundation of Hubei Province","award":["2018CFB691"],"award-info":[{"award-number":["2018CFB691"]}]},{"name":"National Natural Science Foundation of China","award":["61502195"],"award-info":[{"award-number":["61502195"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,1,10]]},"DOI":"10.1145\/3377571.3377587","type":"proceedings-article","created":{"date-parts":[[2020,5,4]],"date-time":"2020-05-04T23:21:31Z","timestamp":1588634491000},"page":"145-149","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":23,"title":["Review of Deep Learning-Based Personalized Learning Recommendation"],"prefix":"10.1145","author":[{"given":"Ling","family":"Zhong","sequence":"first","affiliation":[{"name":"Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yantao","family":"Wei","sequence":"additional","affiliation":[{"name":"Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huang","family":"Yao","sequence":"additional","affiliation":[{"name":"School of Educational Information Technology, Central China Normal University, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Deng","sequence":"additional","affiliation":[{"name":"Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhifeng","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Educational Information Technology, Central China Normal University, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mingwen","family":"Tong","sequence":"additional","affiliation":[{"name":"School of Educational Information Technology, Central China Normal University, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2020,5,3]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"Sun X. Wang Y. G. and Qiu F. Y. 2012. Research on personalized recommendation system of online learning resources based on collaborative filtering technology. Distance education in China. (08) 79--82. DOI=10.13541\/j.cnki.chinade.2012.08.00.  Sun X. Wang Y. G. and Qiu F. Y. 2012. Research on personalized recommendation system of online learning resources based on collaborative filtering technology. Distance education in China. (08) 79--82. DOI=10.13541\/j.cnki.chinade.2012.08.00."},{"key":"e_1_3_2_1_2_1","unstructured":"Pan C. and Chen H. 2015. Research progress on personalized recommendation of learning resources in China. Modern Education Science (04) 31--37. DOI=10.13980\/j.cnki.xdjykx.gjyj.2015.04.010.  Pan C. and Chen H. 2015. Research progress on personalized recommendation of learning resources in China. Modern Education Science (04) 31--37. DOI=10.13980\/j.cnki.xdjykx.gjyj.2015.04.010."},{"key":"e_1_3_2_1_3_1","unstructured":"Zhang S. Yao L. Sun A. and Tay Y. 2018. Deep learning-based recommender system: a survey and new perspectives. arXiv preprint arXiv:1707.07435.  Zhang S. Yao L. Sun A. and Tay Y. 2018. Deep learning-based recommender system: a survey and new perspectives. arXiv preprint arXiv:1707.07435."},{"key":"e_1_3_2_1_4_1","unstructured":"Li H. J. Zhang Z. Guo H. D. and Wang D. 2019. Personalized learning resource recommendation from the perspective of deep learning. Modern Distance Education Research (04) 92--103.  Li H. J. Zhang Z. Guo H. D. and Wang D. 2019. Personalized learning resource recommendation from the perspective of deep learning. Modern Distance Education Research (04) 92--103."},{"key":"e_1_3_2_1_5_1","unstructured":"Hinton G. E. and Zemel R. S. 1994. Autoencoders minimum description length and helmholtz free energy. In NIPS' 3--10.  Hinton G. E. and Zemel R. S. 1994. Autoencoders minimum description length and helmholtz free energy. In NIPS' 3--10."},{"key":"e_1_3_2_1_6_1","unstructured":"Hinton G. E. and Sejnowski T. J. 1986. Learning and relearning Boltzmann machines. http:\/\/www.cs.utoronto.ca\/~hinton\/absps\/pdp7.pdf 281--317.  Hinton G. E. and Sejnowski T. J. 1986. Learning and relearning Boltzmann machines. http:\/\/www.cs.utoronto.ca\/~hinton\/absps\/pdp7.pdf 281--317."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1038\/323533a0"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.02.053"},{"issue":"7","key":"e_1_3_2_1_10_1","first-page":"1619","article-title":"Survey on deep learning-based recommender systems","volume":"41","author":"Huang L. W.","year":"2018","unstructured":"Huang , L. W. , Jiang , B. T. , Lv , S. Y. , Liu , Y. B. , and Li , D. Y. 2018 . Survey on deep learning-based recommender systems . Chinese Journal of Computers , vol. 41 ( 7 ), 1619 -- 1647 . Huang, L. W., Jiang, B. T., Lv, S. Y., Liu, Y. B., and Li, D. Y. 2018. Survey on deep learning-based recommender systems. Chinese Journal of Computers, vol.41(7), 1619--1647.","journal-title":"Chinese Journal of Computers"},{"key":"e_1_3_2_1_11_1","first-page":"03","article-title":"Research of new learning method of feedforward neural network","volume":"1999","author":"Xu C.H.","year":"1999","unstructured":"Xu , C.H. , and Xu , X. D. 1999 . Research of new learning method of feedforward neural network . Journal of Tsinghua University (Science and Technology).(3), 1--3. DOI=10.16511\/j.cnki.qhdxxb. 1999 . 03 .001. Xu, C.H., and Xu, X. D. 1999. Research of new learning method of feedforward neural network. Journal of Tsinghua University (Science and Technology).(3), 1--3. DOI=10.16511\/j.cnki.qhdxxb.1999.03.001.","journal-title":"Journal of Tsinghua University (Science and Technology).(3), 1--3. DOI=10.16511\/j.cnki.qhdxxb."},{"key":"e_1_3_2_1_12_1","volume-title":"2016 International Symposium on Educational Technology","author":"Shen X. X.","year":"2016","unstructured":"Shen , X. X. , Yi , B. L. , Zhang , Z. L. , Shu , J. B. , and Liu , H . 2016. Automatic recommendation technology for learning resources with convolutional neural network . 2016 International Symposium on Educational Technology , July 19-21, 2016 , Beijing China, 30--34. DOI= 10.1109\/ISET. 2016.12. Shen, X. X., Yi, B. L., Zhang, Z. L., Shu, J. B., and Liu, H. 2016. Automatic recommendation technology for learning resources with convolutional neural network. 2016 International Symposium on Educational Technology, July 19-21, 2016, Beijing China, 30--34. DOI= 10.1109\/ISET.2016.12."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-017-0539-8"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_2_1_15_1","volume-title":"2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","author":"Wang X.","year":"2017","unstructured":"Wang , X. , Zhang , Y.Y. , Yu , S. N. , Liu , X.W. , Yuan , Y. , and Wang , F.Y . 2017. E-learning recommendation framework based on deep learning . 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC) , October 5-8, 2017 , Banff, AB, Canada, 455--460. DOI= 10.1109\/SMC. 2017.8122647. Wang, X., Zhang, Y.Y., Yu, S. N., Liu, X.W., Yuan, Y., and Wang, F.Y. 2017. E-learning recommendation framework based on deep learning. 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), October 5-8, 2017, Banff, AB, Canada, 455--460. DOI= 10.1109\/SMC.2017.8122647."},{"key":"e_1_3_2_1_16_1","volume-title":"Proceedings of the 10th ACM Conference on Recommender Systems, 107--114","author":"Bansal T.","unstructured":"Bansal , T. , David , B. , and Andrew , M . 2016. Ask the GRU: Multi-task learning for deep text recommendations . Proceedings of the 10th ACM Conference on Recommender Systems, 107--114 . DOI=10.1145\/2959100.2959180. Bansal, T., David, B., and Andrew, M. 2016. Ask the GRU: Multi-task learning for deep text recommendations. Proceedings of the 10th ACM Conference on Recommender Systems, 107--114. DOI=10.1145\/2959100.2959180."},{"key":"e_1_3_2_1_17_1","first-page":"04","article-title":"Research of education knowledge graph from the perspective of \"artificial intelligence+\": collection, technical framework and application","volume":"2019","author":"Li Z.","year":"2019","unstructured":"Li , Z. , Zhou , D. D. , and Wang , Y. 2019 . Research of education knowledge graph from the perspective of \"artificial intelligence+\": collection, technical framework and application . Journal of Distance Education, (4), 42--53. DOI=10.15881\/j.cnki.cn33-1304\/g4. 2019 . 04 .006. Li, Z., Zhou, D. D., and Wang, Y. 2019. Research of education knowledge graph from the perspective of \"artificial intelligence+\": collection, technical framework and application. Journal of Distance Education, (4), 42--53. DOI=10.15881\/j.cnki.cn33-1304\/g4.2019.04.006.","journal-title":"Journal of Distance Education, (4), 42--53. DOI=10.15881\/j.cnki.cn33-1304\/g4."},{"key":"e_1_3_2_1_18_1","volume-title":"2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS), October 25--27, 2018","author":"Basnet A.","year":"2018","unstructured":"Basnet , A. , and Timalsina , A. K . 2018. Improving Nepali news recommendation using classification based on LSTM recurrent neural networks . 2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS), October 25--27, 2018 , Kathmandu (Nepal), 138--142. DOI=10.1109\/CCCS. 2018 .8586815. Basnet, A., and Timalsina, A. K. 2018. Improving Nepali news recommendation using classification based on LSTM recurrent neural networks. 2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS), October 25--27, 2018, Kathmandu (Nepal), 138--142. DOI=10.1109\/CCCS.2018.8586815."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1007\/s13735-018-0155-1"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCE.2019.8662028"},{"key":"e_1_3_2_1_21_1","unstructured":"Lu C. H. Yang H. and Li Y. P. Recommending learning resources via ontology and recurrent neural networks. Information studies: theory & application http:\/\/kns.cnki.net\/kcms\/detail\/11.1762.G3.20190916.1258.002.html.  Lu C. H. Yang H. and Li Y. P. Recommending learning resources via ontology and recurrent neural networks. Information studies: theory & application http:\/\/kns.cnki.net\/kcms\/detail\/11.1762.G3.20190916.1258.002.html."},{"key":"e_1_3_2_1_22_1","volume-title":"Proceedings of ICETIT","author":"Sunil","year":"2019","unstructured":"Sunil ., and Doja , M. N . 2019. An Improved Recommender System for E-Learning Environments to Enhance Learning Capabilities of Learners . Proceedings of ICETIT 2019 , 604--612. Sunil., and Doja, M. N. 2019. An Improved Recommender System for E-Learning Environments to Enhance Learning Capabilities of Learners. Proceedings of ICETIT 2019, 604--612."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.2196\/15118"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.12968\/ijpn.2019.25.10.482"},{"key":"e_1_3_2_1_25_1","volume-title":"Computers & Education","volume":"140","author":"Wong J.","year":"2019","unstructured":"Wong , J. , Khalil , M. , Baars , M. , de Koning , B. , and Paas , F . 2019. Exploring sequences of learner activities in relation to self-regulated learning in a massive open online course . Computers & Education , vol. 140 . https:\/\/doi.org\/10.1016\/j.compedu. 2019 .103595. 10.1016\/j.compedu.2019.103595 Wong, J., Khalil, M., Baars, M., de Koning, B., and Paas, F.2019. Exploring sequences of learner activities in relation to self-regulated learning in a massive open online course. Computers & Education, vol. 140. https:\/\/doi.org\/10.1016\/j.compedu.2019.103595."},{"key":"e_1_3_2_1_26_1","unstructured":"Shen Y. F. 2019. Personalized Learning Path Recommendation Model Based on Multiple Intelligent Algorithms. China Educational Technology http:\/\/kns.cnki.net\/kcms\/detail\/11.3792.G4.20191101.1204.018.html.  Shen Y. F. 2019. Personalized Learning Path Recommendation Model Based on Multiple Intelligent Algorithms. China Educational Technology http:\/\/kns.cnki.net\/kcms\/detail\/11.3792.G4.20191101.1204.018.html."},{"key":"e_1_3_2_1_27_1","first-page":"1","article-title":"Joint Deep Modeling of Rating Matrix and Reviews for Recommendation","volume":"42","author":"Feng X. J.","year":"2019","unstructured":"Feng , X. J. , and Zeng , Y. Z. 2019 . Joint Deep Modeling of Rating Matrix and Reviews for Recommendation . Chinese Journal of Computers , vol. 42 , 1 -- 18 . Feng, X. J., and Zeng, Y. Z. 2019. Joint Deep Modeling of Rating Matrix and Reviews for Recommendation. Chinese Journal of Computers, vol.42, 1--18.","journal-title":"Chinese Journal of Computers"},{"issue":"10","key":"e_1_3_2_1_28_1","first-page":"2931","article-title":"Accurate and Efficient Method for Constructing Domain Knowledge Graph","volume":"29","author":"Yang Y. J.","year":"2018","unstructured":"Yang , Y. J. , Xu , B. , Hu , J. W. , Tong , M. H. , Zhang , p., and Zheng , L. 2018 . Accurate and Efficient Method for Constructing Domain Knowledge Graph . Journal of Software , vol. 29 ( 10 ). 2931 -- 2947 . Yang, Y. J., Xu, B., Hu, J. W., Tong, M. H., Zhang, p., and Zheng, L. 2018. Accurate and Efficient Method for Constructing Domain Knowledge Graph. Journal of Software, vol.29(10). 2931--2947.","journal-title":"Journal of Software"},{"issue":"09","key":"e_1_3_2_1_29_1","first-page":"38","article-title":"Learning Analytics and Learning Resources Personalized Recommendation in Smart Education","volume":"2019","author":"Liu M.","year":"2019","unstructured":"Liu , M. , and Zheng M, Y . 2019 . Learning Analytics and Learning Resources Personalized Recommendation in Smart Education . China Educational Technology , 2019 ( 09 ): 38 -- 47 . Liu, M., and Zheng M, Y. 2019. Learning Analytics and Learning Resources Personalized Recommendation in Smart Education. China Educational Technology, 2019(09):38--47.","journal-title":"China Educational Technology"}],"event":{"name":"IC4E 2020: 2020 the 11th International Conference on E-Education, E-Business, E-Management, and E-Learning","location":"Osaka Japan","acronym":"IC4E 2020","sponsor":["Ritsumeikan University Ritsumeikan University"]},"container-title":["Proceedings of the 2020 11th International Conference on E-Education, E-Business, E-Management, and E-Learning"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3377571.3377587","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3377571.3377587","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:33:18Z","timestamp":1750199598000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3377571.3377587"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,1,10]]},"references-count":28,"alternative-id":["10.1145\/3377571.3377587","10.1145\/3377571"],"URL":"https:\/\/doi.org\/10.1145\/3377571.3377587","relation":{},"subject":[],"published":{"date-parts":[[2020,1,10]]},"assertion":[{"value":"2020-05-03","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}