{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T00:49:58Z","timestamp":1743036598862,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":26,"publisher":"Springer Nature Singapore","isbn-type":[{"type":"print","value":"9789819772377"},{"type":"electronic","value":"9789819772384"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-981-97-7238-4_13","type":"book-chapter","created":{"date-parts":[[2024,8,27]],"date-time":"2024-08-27T16:02:47Z","timestamp":1724774567000},"page":"193-207","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["LPRL-GCNN for\u00a0Multi-relation Link Prediction in\u00a0Education"],"prefix":"10.1007","author":[{"given":"Jialei","family":"Wang","sequence":"first","affiliation":[]},{"given":"Can","family":"Jiang","sequence":"additional","affiliation":[]},{"given":"Meirui","family":"Ren","sequence":"additional","affiliation":[]},{"given":"Jin","family":"Li","sequence":"additional","affiliation":[]},{"given":"Bohan","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Longjiang","family":"Guo","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,8,28]]},"reference":[{"issue":"9","key":"13_CR1","doi-asserted-by":"publisher","first-page":"245","DOI":"10.3390\/fi14090245","volume":"14","author":"J Dong","year":"2022","unstructured":"Dong, J., et al.: Artificial intelligence in adaptive and intelligent educational system: a review. Future Internet 14(9), 245 (2022)","journal-title":"Future Internet"},{"issue":"11","key":"13_CR2","doi-asserted-by":"publisher","first-page":"15365","DOI":"10.1007\/s10639-023-11761-1","volume":"28","author":"V Matzavela","year":"2023","unstructured":"Matzavela, V., Alepis, E.: An application of self-assessment of students in mathematics with intelligent decision systems: questionnaire, design and implementation at digital education. Educ. Inf. Technol. 28(11), 15365\u201315380 (2023)","journal-title":"Educ. Inf. Technol."},{"issue":"7","key":"13_CR3","doi-asserted-by":"publisher","first-page":"9113","DOI":"10.1007\/s10639-022-11555-x","volume":"28","author":"H Wang","year":"2023","unstructured":"Wang, H., et al.: Examining the applications of intelligent tutoring systems in real educational contexts: a systematic literature review from the social experiment perspective. Educ. Inf. Technol. 28(7), 9113\u20139148 (2023)","journal-title":"Educ. Inf. Technol."},{"key":"13_CR4","doi-asserted-by":"crossref","unstructured":"Liu, Q., et\u00a0al.: Exploiting cognitive structure for adaptive learning, pp. 627\u2013635 (2019)","DOI":"10.1145\/3292500.3330922"},{"key":"13_CR5","doi-asserted-by":"crossref","unstructured":"Gao, W., et\u00a0al.: RCD: relation map driven cognitive diagnosis for intelligent education systems, pp. 501\u2013510 (2021)","DOI":"10.1145\/3404835.3462932"},{"issue":"4","key":"13_CR6","doi-asserted-by":"publisher","first-page":"467","DOI":"10.1109\/TLT.2022.3196355","volume":"15","author":"L Yu","year":"2022","unstructured":"Yu, L., et al.: CMKT: concept map driven knowledge tracing. IEEE Trans. Learn. Technol. 15(4), 467\u2013480 (2022)","journal-title":"IEEE Trans. Learn. Technol."},{"key":"13_CR7","doi-asserted-by":"crossref","unstructured":"Sun, H., et\u00a0al.: ConLearn: contextual-knowledge-aware concept prerequisite relation learning with graph neural network, pp. 118\u2013126 (2022)","DOI":"10.1137\/1.9781611977172.14"},{"key":"13_CR8","doi-asserted-by":"crossref","unstructured":"Li, I., et\u00a0al.: R-VGAE: relational-variational graph autoencoder for unsupervised prerequisite chain learning, pp. 1147\u20131157 (2020)","DOI":"10.18653\/v1\/2020.coling-main.99"},{"key":"13_CR9","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2020.102716","volume":"166","author":"NN Daud","year":"2020","unstructured":"Daud, N.N., et al.: Applications of link prediction in social networks: a review. J. Netw. Comput. Appl. 166, 102716 (2020)","journal-title":"J. Netw. Comput. Appl."},{"key":"13_CR10","doi-asserted-by":"publisher","first-page":"192435","DOI":"10.1109\/ACCESS.2020.3030076","volume":"8","author":"Z Chen","year":"2020","unstructured":"Chen, Z., Wang, Y., Zhao, B., Cheng, J., Zhao, X., Duan, Z.: Knowledge graph completion: a review. IEEE Access 8, 192435\u2013192456 (2020)","journal-title":"IEEE Access"},{"issue":"5","key":"13_CR11","doi-asserted-by":"publisher","first-page":"704","DOI":"10.3390\/e24050704","volume":"24","author":"K Hajarathaiah","year":"2022","unstructured":"Hajarathaiah, K., Enduri, M.K., Anamalamudi, S., Subba Reddy, T., Tokala, S.: Computing influential nodes using the nearest neighborhood trust value and PageRank in complex networks. Entropy 24(5), 704 (2022)","journal-title":"Entropy"},{"issue":"4","key":"13_CR12","doi-asserted-by":"publisher","first-page":"1342","DOI":"10.1007\/s10618-021-00754-8","volume":"35","author":"M Co\u015fkun","year":"2021","unstructured":"Co\u015fkun, M., Baggag, A., Koyut\u00fcrk, M.: Fast computation of Katz index for efficient processing of link prediction queries. Data Min. Knowl. Discov. 35(4), 1342\u20131368 (2021). https:\/\/doi.org\/10.1007\/s10618-021-00754-8","journal-title":"Data Min. Knowl. Discov."},{"issue":"1","key":"13_CR13","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1186\/s12859-023-05365-2","volume":"24","author":"M Chen","year":"2023","unstructured":"Chen, M., Deng, Y., Li, Z., Ye, Y., He, Z.: KATZNCP: a mirna-disease association prediction model integrating KATZ algorithm and network consistency projection. BMC Bioinform. 24(1), 229 (2023)","journal-title":"BMC Bioinform."},{"key":"13_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ins.2020.12.046","volume":"556","author":"L Juan","year":"2021","unstructured":"Juan, L., Gong, Z., Yang, Y.: A matrix sampling approach for efficient simrank computation. Inf. Sci. 556, 1\u201326 (2021)","journal-title":"Inf. Sci."},{"issue":"3","key":"13_CR15","first-page":"3195","volume":"35","author":"F Zhu","year":"2023","unstructured":"Zhu, F., et al.: Unified and incremental SimRank: index-free approximation with scheduled principle. IEEE Trans. Knowl. Data Eng. 35(3), 3195\u20133210 (2023)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"13_CR16","doi-asserted-by":"publisher","first-page":"66636","DOI":"10.1109\/ACCESS.2021.3077016","volume":"9","author":"C Li","year":"2021","unstructured":"Li, C., et al.: Research of motif-based similarity for link prediction problem. IEEE Access 9, 66636\u201366645 (2021)","journal-title":"IEEE Access"},{"issue":"23","key":"13_CR17","doi-asserted-by":"publisher","first-page":"4501","DOI":"10.1093\/bioinformatics\/btab464","volume":"37","author":"M Coskun","year":"2021","unstructured":"Coskun, M., Koyut\u00fcrk, M.: Node similarity-based graph convolution for link prediction in biological networks. Bioinform. 37(23), 4501\u20134508 (2021)","journal-title":"Bioinform."},{"key":"13_CR18","doi-asserted-by":"crossref","unstructured":"Gao, T., Chen, B., Mi, Q.: A survey of Markov model in reinforcement learning, pp. 284\u2013287 (2022)","DOI":"10.1109\/ICAIIC54071.2022.9722618"},{"issue":"2","key":"13_CR19","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1109\/TETCI.2019.2952908","volume":"4","author":"F Xia","year":"2020","unstructured":"Xia, F., Liu, J., Nie, H., Yonghao, F., Wan, L., Kong, X.: Random walks: a review of algorithms and applications. IEEE Trans. Emerg. Top. Comput. Intell. 4(2), 95\u2013107 (2020)","journal-title":"IEEE Trans. Emerg. Top. Comput. Intell."},{"key":"13_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104772","volume":"137","author":"E Nasiri","year":"2021","unstructured":"Nasiri, E., et al.: A novel link prediction algorithm for protein-protein interaction networks by attributed graph embedding. Comput. Biol. Medicine 137, 104772 (2021)","journal-title":"Comput. Biol. Medicine"},{"issue":"10","key":"13_CR21","doi-asserted-by":"publisher","first-page":"2227","DOI":"10.1007\/s00607-021-00982-2","volume":"103","author":"K Berahmand","year":"2021","unstructured":"Berahmand, K., et al.: A modified DeepWalk method for link prediction in attributed social network. Computing 103(10), 2227\u20132249 (2021)","journal-title":"Computing"},{"issue":"1","key":"13_CR22","doi-asserted-by":"publisher","first-page":"43","DOI":"10.23919\/JSC.2021.0001","volume":"2","author":"G Weiwei","year":"2021","unstructured":"Weiwei, G., et al.: Learning universal network representation via link prediction by graph convolutional neural network. J. Soc. Comput. 2(1), 43\u201351 (2021)","journal-title":"J. Soc. Comput."},{"key":"13_CR23","unstructured":"Gu, W., et\u00a0al.: Link prediction via graph attention network. CoRR, abs\/1910.04807 (2019)"},{"key":"13_CR24","unstructured":"Devlin, J., et\u00a0al.: BERT: pre-training of deep bidirectional transformers for language understanding, pp. 4171\u20134186 (2019)"},{"key":"13_CR25","unstructured":"Kipf, T.N., Welling, M.: Semi-supervised classification with graph convolutional networks (2017)"},{"key":"13_CR26","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"593","DOI":"10.1007\/978-3-319-93417-4_38","volume-title":"The Semantic Web","author":"M Schlichtkrull","year":"2018","unstructured":"Schlichtkrull, M., Kipf, T.N., Bloem, P., van\u00a0den Berg, R., Titov, I., Welling, M.: Modeling relational data with graph convolutional networks. In: Gangemi, A., et al. (eds.) ESWC 2018. LNCS, vol. 10843, pp. 593\u2013607. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-93417-4_38"}],"container-title":["Lecture Notes in Computer Science","Web and Big Data"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-97-7238-4_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,27]],"date-time":"2024-08-27T16:13:24Z","timestamp":1724775204000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-97-7238-4_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9789819772377","9789819772384"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-981-97-7238-4_13","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"28 August 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"APWeb-WAIM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Asia-Pacific Web (APWeb) and Web-Age Information Management (WAIM) Joint International Conference on Web and Big Data","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Jinhua","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 August 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"apwebwaim2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/apweb2024.zjnu.edu.cn\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}