{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T11:56:45Z","timestamp":1785412605140,"version":"3.56.0"},"reference-count":33,"publisher":"Springer Science and Business Media LLC","license":[{"start":{"date-parts":[[2022,8,22]],"date-time":"2022-08-22T00:00:00Z","timestamp":1661126400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,8,22]],"date-time":"2022-08-22T00:00:00Z","timestamp":1661126400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["No. 72174079"],"award-info":[{"award-number":["No. 72174079"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["No. 1210050123"],"award-info":[{"award-number":["No. 1210050123"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["No. 72101045"],"award-info":[{"award-number":["No. 72101045"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Cooperation and Education Project of Ministry Education","award":["201701028110"],"award-info":[{"award-number":["201701028110"]}]},{"name":"Cooperation and Education Project of Ministry Education","award":["201701028011"],"award-info":[{"award-number":["201701028011"]}]},{"name":"Cooperation and Education Project of Ministry Education","award":["201902159041"],"award-info":[{"award-number":["201902159041"]}]},{"name":"Natural Science Foundation of the Jiangsu Higher Education Institutions of China","award":["No. 19KJB520004"],"award-info":[{"award-number":["No. 19KJB520004"]}]},{"name":"Jiangsu Province \u201c333\u201d project","award":["BRA2020261"],"award-info":[{"award-number":["BRA2020261"]}]},{"name":"Lianyungang \u201c521 project\u201d, Science and Technology project of Lianyungang High-tech Zone","award":["No. ZD201912"],"award-info":[{"award-number":["No. ZD201912"]}]},{"name":"Teaching reform research project of Huaihai Institute of Technology","award":["XJG2017-2-5"],"award-info":[{"award-number":["XJG2017-2-5"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"DOI":"10.1007\/s00521-022-07658-8","type":"journal-article","created":{"date-parts":[[2022,8,22]],"date-time":"2022-08-22T02:02:36Z","timestamp":1661133756000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Research on personalized learning path planning model based on knowledge network"],"prefix":"10.1007","author":[{"given":"Hui","family":"Li","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rongrong","family":"Gong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhaoman","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Libao","family":"Xing","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xing","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haining","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,8,22]]},"reference":[{"key":"7658_CR1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113596","volume":"159","author":"AH Nabizadeh","year":"2020","unstructured":"Nabizadeh AH, Leal JP, Rafsanjani HN et al (2020) Learning path personalization and recommendation methods: a survey of the state-of-the-art. Expert Syst Appl 159:113596","journal-title":"Expert Syst Appl"},{"issue":"14","key":"7658_CR2","doi-asserted-by":"publisher","first-page":"9377","DOI":"10.1007\/s00500-021-05753-x","volume":"25","author":"N Vedavathi","year":"2021","unstructured":"Vedavathi N, Kumar KA (2021) An efficient e-learning recommendation system for user preferences using a hybrid optimization algorithm. Soft Comput 25(14):9377\u20139388","journal-title":"Soft Comput"},{"issue":"2","key":"7658_CR3","doi-asserted-by":"publisher","first-page":"819","DOI":"10.1007\/s10639-017-9637-7","volume":"23","author":"P Dwivedi","year":"2018","unstructured":"Dwivedi P, Kant V, Bharadwaj KK (2018) Learning path recommendation based on modified variable-length genetic algorithm. Educ Inf Technol 23(2):819\u2013836","journal-title":"Educ Inf Technol"},{"issue":"5","key":"7658_CR4","doi-asserted-by":"publisher","first-page":"3797","DOI":"10.1007\/s10639-020-10133-3","volume":"25","author":"M Niknam","year":"2020","unstructured":"Niknam M, Thulasiraman P (2020) LPR: A bio-inspired intelligent learning path recommendation system based on meaningful learning theory. Educ Inf Technol 25(5):3797\u20133819","journal-title":"Educ Inf Technol"},{"issue":"6","key":"7658_CR5","doi-asserted-by":"publisher","first-page":"12","DOI":"10.23919\/JCC.2021.06.002","volume":"18","author":"Z Yu","year":"2021","unstructured":"Yu Z, Joohyun L, Wei C (2021) Q-greedyUCB: a new exploration policy to learn resource-efficient scheduling. China Commun 18(6):12\u201323","journal-title":"China Commun"},{"key":"7658_CR6","doi-asserted-by":"publisher","first-page":"506","DOI":"10.1007\/s10489-020-01806-0","volume":"51","author":"CL Hsu","year":"2020","unstructured":"Hsu CL (2020) A multi-valued and sequential-labeled decision tree method for recommending sequential patterns in cold-start situations. Appl Intell 51:506\u2013526","journal-title":"Appl Intell"},{"key":"7658_CR7","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/j.trc.2019.12.005","volume":"111","author":"Z Shou","year":"2020","unstructured":"Shou Z, Di X, Ye J et al (2020) Optimal passenger-seeking policies on E-hailing platforms using Markov decision process and imitation learning. Transp Res Part C Emerg Technol 111:91\u2013113","journal-title":"Transp Res Part C Emerg Technol"},{"key":"7658_CR8","doi-asserted-by":"crossref","unstructured":"Kaliwal RB, Deshpande SL (2021) Assessment study For E-learning using Bayesian network. In: 2021 International conference on artificial intelligence and smart systems (ICAIS)","DOI":"10.1109\/ICAIS50930.2021.9395830"},{"issue":"5","key":"7658_CR9","first-page":"11047","volume":"29","author":"EP Azrai","year":"2020","unstructured":"Azrai EP, Ristanto RH (2020) Problem-based learning with concept map: is it effective to improve metacognitive skills?. Int J Adv Sci Technol 29(5):11047\u201311061","journal-title":"Int J Adv Sci Technol"},{"issue":"4","key":"7658_CR10","first-page":"207","volume":"33","author":"WP Pia","year":"2019","unstructured":"Pia WP, Brigitte L, Tamara S et al (2019) Case-based blended eLearning scenarios-adequate for competence development or more? Neuropsychiatrie Klinik Diagnostik Therapie Rehabilitation Organ der Gesellschaft Osterreichischer Nervenarzte und Psychiater 33(4):207\u2013211","journal-title":"Neuropsychiatrie Klinik Diagnostik Therapie Rehabilitation Organ der Gesellschaft Osterreichischer Nervenarzte und Psychiater"},{"issue":"22","key":"7658_CR11","first-page":"25274","volume":"21","author":"L Hui","year":"2021","unstructured":"Hui\u00a0L,\u00a0Zhaoman\u00a0Z,\u00a0Jun\u00a0S,\u00a0Haining\u00a0L,\u00a0Yong\u00a0Z (2021) Multi-objective\u00a0optimization based\u00a0recommendation\u00a0for\u00a0massive\u00a0online\u00a0learning\u00a0resources.\u00a0IEEE\u00a0Sens\u00a0J 21(22):25274-25281","journal-title":"IEEE\u00a0Sens\u00a0J"},{"key":"7658_CR12","first-page":"1","volume":"3","author":"D Wheatley","year":"2022","unstructured":"Wheatley D, Bayley T, Araghi M (2022) Able construction: a spreadsheet activity for teaching Bayes' theorem. Springer 3(1):1-18","journal-title":"Springer"},{"issue":"5","key":"7658_CR13","doi-asserted-by":"publisher","first-page":"792","DOI":"10.3390\/electronics9050792","volume":"9","author":"C Jia","year":"2020","unstructured":"Jia D, Fujishita Y, Li C et al (2020) Validation of large-scale classification problem in dendritic neuron model using particle antagonism mechanism. Electronics 9(5):792","journal-title":"Electronics"},{"issue":"9","key":"7658_CR14","doi-asserted-by":"publisher","first-page":"4455","DOI":"10.1007\/s00521-018-3510-5","volume":"31","author":"L Hui","year":"2019","unstructured":"Hui L, Shu Z, Zhaoman Z, Jiang C (2019) Intelligent learning system based on personalized recommendation technology. Neural Comput Appl 31(9):4455-4462","journal-title":"Neural Comput Appl"},{"key":"7658_CR15","first-page":"66","volume":"11","author":"S Yunfeng","year":"2019","unstructured":"Yunfeng S (2019 )Personalized larning path recommendation model based on multiple intelligent algorithms. China Educ Technol 11:66-72","journal-title":"China Educ Technol"},{"issue":"1","key":"7658_CR16","first-page":"1","volume":"1848","author":"C Huang","year":"2021","unstructured":"Huang C, Baiqiang G, Chi Z (2021) Research on personalized recommendation method based on social impact theory. J Phys Conf Ser 1848(1):1-7","journal-title":"J Phys Conf Ser"},{"issue":"4","key":"7658_CR17","first-page":"79","volume":"30","author":"L Zhengfu","year":"2021","unstructured":"Zhengfu L, Yuqing Y, Liping W, Jiaojiao L (2021) Study of text sentiment analysis method based on GA-CNN-LSTM model. J Jiangsu Ocean Univ (Nat Sci Ed) 30(4):79-86","journal-title":"J Jiangsu Ocean Univ (Nat Sci Ed)"},{"key":"7658_CR18","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1016\/j.ins.2018.02.053","volume":"444","author":"Z Yuwen","year":"2018","unstructured":"Yuwen Z, Changqin H, Qintai H, Jia Z, Yong T (2018) Personalized learning full-path recommendation model based on LSTM neural networks. Inf Sci 444:135\u2013152","journal-title":"Inf Sci"},{"key":"7658_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.caeai.2021.100009","volume":"2","author":"E Gomede","year":"2021","unstructured":"Gomede E, RMD B, Mendes L (2021) Deep auto encoders to adaptive e-learning recommender system. Comput Educ Artif Intell 2:1-13","journal-title":"Comput Educ Artif Intell"},{"key":"7658_CR20","first-page":"94","volume":"4","author":"L Haojun","year":"2019","unstructured":"Haojun L, Zheng Z, Haidong G et al (2019) Personalized learning resource recommendation from the perspective of deep learning. Modern Distance Educ Res 4:94\u2013103","journal-title":"Modern Distance Educ Res"},{"key":"7658_CR21","doi-asserted-by":"publisher","first-page":"102","DOI":"10.1016\/j.knosys.2017.12.011","volume":"143","author":"H Zhu","year":"2018","unstructured":"Zhu H, Tian F, Wu K et al (2018) A multi-constraint learning path recommendation algorithm based on knowledge map. Knowl Based Syst 143:102-114","journal-title":"Knowl Based Syst"},{"key":"7658_CR22","first-page":"1","volume":"5","author":"D Shi","year":"2020","unstructured":"Shi D, Wang T, Xing H et al (2020) A learning path recommendation model based on a multidimensional knowledge graph framework for e-learning. Knowl Based Syst 5:1\u201311","journal-title":"Knowl Based Syst"},{"key":"7658_CR23","unstructured":"Zhan L, Papaemmanouil O, Koutrika G (2016) Course navigator: interactive learning path exploration. In: The third international workshop. ACM"},{"issue":"2","key":"7658_CR24","first-page":"1","volume":"10","author":"M Yarandi","year":"2013","unstructured":"Yarandi M, Jahankhani H, Tawil ARH (2013) A personalized adaptive e-learning approach based on semantic web technology. Webology 10(2):1\u201314","journal-title":"Webology"},{"issue":"5","key":"7658_CR25","doi-asserted-by":"publisher","first-page":"92","DOI":"10.5539\/ies.v6n5p92","volume":"6","author":"MA Salahli","year":"2013","unstructured":"Salahli MA, Ozdemir M, Yasar C (2013) Concept based approach for adaptive personalized course learning system. Int Educ Stud 6(5):92\u2013103","journal-title":"Int Educ Stud"},{"key":"7658_CR26","doi-asserted-by":"crossref","unstructured":"Sanjabi T, Montazer GA (2020) Personalization of E-learning environment using the Kolb's learning style model. In: 2020 6th International conference on web research (ICWR)","DOI":"10.1109\/ICWR49608.2020.9122314"},{"issue":"4","key":"7658_CR27","first-page":"4372","volume":"10","author":"B Thomas","year":"2020","unstructured":"Thomas B, Chandra J (2020) Random forest application on the cognitive level classification of E-learning content. Int J Electr Comput Eng 10(4):4372","journal-title":"Int J Electr Comput Eng"},{"issue":"1","key":"7658_CR28","doi-asserted-by":"publisher","first-page":"012058","DOI":"10.1088\/1742-6596\/2005\/1\/012058","volume":"2005","author":"C Liu","year":"2021","unstructured":"Liu C, Che Y, Duan R (2021) Research and improvement of textrank algorithm adding degree adverbs. J Phy Conf Ser 2005(1):012058","journal-title":"J Phy Conf Ser"},{"key":"7658_CR29","doi-asserted-by":"crossref","unstructured":"Zaware S, Patadiya D, Gaikwad A et al (2021) Text summarization using TF-IDF and textrank algorithm. In: 2021 5th International conference on trends in electronics and informatics (ICOEI)","DOI":"10.1109\/ICOEI51242.2021.9453071"},{"issue":"6","key":"7658_CR30","doi-asserted-by":"publisher","first-page":"1609","DOI":"10.1007\/s12559-021-09906-w","volume":"13","author":"X Qin","year":"2021","unstructured":"Qin X, Han X, Chu J et al (2021) Density Peaks clustering based on Jaccard similarity and label propagation. Cogn Comput 13(6):1609\u20131626","journal-title":"Cogn Comput"},{"issue":"8","key":"7658_CR31","first-page":"130","volume":"42","author":"L Xiaoguang","year":"2021","unstructured":"Xiaoguang L, Lei G, Xiaoli L, Xin Z, Ge Y (2021) Learner preferences prediction with mixture embedding of knowledge and behavior graph. J Commun 42(8):130\u2013138","journal-title":"J Commun"},{"issue":"4","key":"7658_CR32","first-page":"306","volume":"32","author":"L Haojun","year":"2019","unstructured":"Haojun L, Lin Y, Pengwei Z (2019) Method of online learning resource recommendation based on multi-objective optimization strategy. Pattern Recogn Artif Intell 32(4):306\u2013316","journal-title":"Pattern Recogn Artif Intell"},{"issue":"1","key":"7658_CR33","first-page":"17","volume":"5","author":"AA Kardan","year":"2014","unstructured":"Kardan AA, Ebrahim MA, Imani MB (2014) A new personalized learning path generation method: ACO-Map. Indian J Sci Res 5(1):17\u201324","journal-title":"Indian J Sci Res"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-07658-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-022-07658-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-07658-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,8,22]],"date-time":"2022-08-22T02:05:47Z","timestamp":1661133947000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-022-07658-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,22]]},"references-count":33,"alternative-id":["7658"],"URL":"https:\/\/doi.org\/10.1007\/s00521-022-07658-8","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,8,22]]},"assertion":[{"value":"19 April 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 July 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 August 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declared that they have no conflicts of interest in this work.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}