{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T18:26:41Z","timestamp":1780511201329,"version":"3.54.1"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2017,11,24]],"date-time":"2017-11-24T00:00:00Z","timestamp":1511481600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"name":"University Science Research Project of Jiangsu Province","award":["15KJB520004"],"award-info":[{"award-number":["15KJB520004"]}]},{"name":"Science and Technology Project of Jiangsu Province","award":["BE2015127"],"award-info":[{"award-number":["BE2015127"]}]},{"name":"Science and Technology Projects of Huaian","award":["HAC201601"],"award-info":[{"award-number":["HAC201601"]}]},{"name":"Jiangsu Government Scholarship for Overseas Studies"},{"name":"Jiangsu QingLan Project"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Pattern Anal Applic"],"published-print":{"date-parts":[[2019,5]]},"DOI":"10.1007\/s10044-017-0671-2","type":"journal-article","created":{"date-parts":[[2017,11,24]],"date-time":"2017-11-24T01:57:48Z","timestamp":1511488668000},"page":"633-647","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Recommendation algorithm based on improved spectral clustering and transfer learning"],"prefix":"10.1007","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0761-0931","authenticated-orcid":false,"given":"Xiang","family":"Li","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhijian","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ronglin","family":"Hu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Quanyin","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Liuyang","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2017,11,24]]},"reference":[{"issue":"4","key":"671_CR1","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1007\/s10044-011-0261-7","volume":"15","author":"HP Lai","year":"2012","unstructured":"Lai HP, Visani M, Boucher A (2012) An experimental comparison of clustering methods for content-based indexing of large image databases. Pattern Anal Appl 15(4):345\u2013366","journal-title":"Pattern Anal Appl"},{"issue":"SI","key":"671_CR2","first-page":"79","volume":"254","author":"G Xiong","year":"2016","unstructured":"Xiong G, Zhu FH, Dong XS (2016) Semantics-aware content-based recommender systems: design and architecture guidelines. Neurocomputing 254(SI):79\u201385","journal-title":"Neurocomputing"},{"key":"671_CR3","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/j.future.2017.02.049","volume":"72","author":"JK Tarus","year":"2017","unstructured":"Tarus JK, Niu ZD, Yousif A (2017) A hybrid knowledge-based recommender system for e-learning based on ontology and sequential pattern mining. Future Gener Comput Syst Int J Esci 72:37\u201348","journal-title":"Future Gener Comput Syst Int J Esci"},{"issue":"3","key":"671_CR4","doi-asserted-by":"publisher","first-page":"1202","DOI":"10.1016\/j.eswa.2014.09.016","volume":"42","author":"LO Colombo-Mendoza","year":"2015","unstructured":"Colombo-Mendoza LO, Valencia-Garcia R, Rodriguez-Gonzalez A (2015) RecomMetz: a context-aware knowledge-based mobile recommender system for movie showtimes. Expert Syst Appl 42(3):1202\u20131222","journal-title":"Expert Syst Appl"},{"issue":"8","key":"671_CR5","doi-asserted-by":"publisher","first-page":"1633","DOI":"10.1109\/TPAMI.2016.2605085","volume":"39","author":"B Yang","year":"2017","unstructured":"Yang B, Lei Y, Liu JM (2017) Social collaborative filtering by trust. IEEE Trans Pattern Anal Mach Intell 39(8):1633\u20131647","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"4","key":"671_CR6","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1177\/0165551516654354","volume":"43","author":"MH Aghdam","year":"2017","unstructured":"Aghdam MH, Analoui M, Kabiri P (2017) Collaborative filtering using non-negative matrix factorisation. J Inf Sci 43(4):567\u2013579","journal-title":"J Inf Sci"},{"issue":"3","key":"671_CR7","doi-asserted-by":"publisher","first-page":"462","DOI":"10.1109\/TLA.2017.7867596","volume":"15","author":"A Gordillo","year":"2017","unstructured":"Gordillo A, Barra E, Quemada J (2017) A hybrid recommendation model for learning object repositories. IEEE Lat Am Trans 15(3):462\u2013473","journal-title":"IEEE Lat Am Trans"},{"issue":"3","key":"671_CR8","doi-asserted-by":"publisher","first-page":"459","DOI":"10.1016\/j.ipm.2015.10.001","volume":"52","author":"O Kassak","year":"2016","unstructured":"Kassak O, Kompan M, Bielikova M (2016) Personalized hybrid recommendation for group of users: Top-N multimedia recommender. Inf Process Manag 52(3):459\u2013477","journal-title":"Inf Process Manag"},{"issue":"2","key":"671_CR9","doi-asserted-by":"publisher","first-page":"369","DOI":"10.1007\/s10044-014-0408-4","volume":"19","author":"YN Liu","year":"2016","unstructured":"Liu YN, Wang YW, Feng LZ (2016) Term frequency combined hybrid feature selection method for spam filtering. Pattern Anal Appl 19(2):369\u2013383","journal-title":"Pattern Anal Appl"},{"issue":"11","key":"671_CR10","first-page":"3256","volume":"32","author":"MB Xiao","year":"2015","unstructured":"Xiao MB, Zheng XW (2015) Collaborative filtering algorithm with stepwise prediction. Appl Res Comput 32(11):3256\u20133272","journal-title":"Appl Res Comput"},{"issue":"4","key":"671_CR11","doi-asserted-by":"publisher","first-page":"1031","DOI":"10.1007\/s10618-017-0504-3","volume":"31","author":"G Alexandridis","year":"2017","unstructured":"Alexandridis G, Siolas G, Stafylopatis A (2017) Enhancing social collaborative filtering through the application of non-negative matrix factorization and exponential random graph models. Data Min Knowl Discov 31(4):1031\u20131059","journal-title":"Data Min Knowl Discov"},{"key":"671_CR12","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1016\/j.eswa.2017.04.027","volume":"83","author":"K Hamidreza","year":"2017","unstructured":"Hamidreza K, Kourosh K (2017) A new method to find neighbor users that improves the performance of collaborative filtering. Expert Syst Appl 83:30\u201339","journal-title":"Expert Syst Appl"},{"issue":"5","key":"671_CR13","first-page":"1382","volume":"31","author":"HX Zhao","year":"2011","unstructured":"Zhao HX, Wang XH, Yang JP (2011) Mixed collaborative recommendation algorithm based on factor analysis of user and item. J Comput Appl 31(5):1382\u20131386","journal-title":"J Comput Appl"},{"key":"671_CR14","first-page":"1","volume":"99","author":"J Yu","year":"2016","unstructured":"Yu J, Yang XK, Gao F (2016) Deep multimodal distance metric learning using click constraints for image ranking. IEEE Trans Cybern 99:1\u201311","journal-title":"IEEE Trans Cybern"},{"issue":"12","key":"671_CR15","doi-asserted-by":"publisher","first-page":"2431","DOI":"10.1109\/TCYB.2014.2307862","volume":"44","author":"J Yu","year":"2014","unstructured":"Yu J, Rui Y, Tang YY (2014) High-order distance based multiview stochastic learning in image classification. IEEE Trans Cybern 44(12):2431\u20132442","journal-title":"IEEE Trans Cybern"},{"issue":"4","key":"671_CR16","doi-asserted-by":"publisher","first-page":"767","DOI":"10.1109\/TCYB.2014.2336697","volume":"45","author":"J Yu","year":"2015","unstructured":"Yu J, Tao DC, Wang M (2015) Learning to rank using user clicks and visual features for image retrieval. IEEE Trans Cybern 45(4):767\u2013779","journal-title":"IEEE Trans Cybern"},{"issue":"11","key":"671_CR17","doi-asserted-by":"publisher","first-page":"3512","DOI":"10.1016\/j.patcog.2014.05.002","volume":"47","author":"J Yu","year":"2014","unstructured":"Yu J, Hong RC, Wang M (2014) Image clustering based on sparse patch alignment framework. Pattern Recognit 47(11):3512\u20133519","journal-title":"Pattern Recognit"},{"issue":"1","key":"671_CR18","first-page":"146","volume":"50","author":"XF Meng","year":"2013","unstructured":"Meng XF, Ci X (2013) Big data management: concepts, techniques and challenges. J Comput Res Dev 50(1):146\u2013169","journal-title":"J Comput Res Dev"},{"key":"671_CR19","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1016\/j.knosys.2015.10.032","volume":"94","author":"S Zhao","year":"2016","unstructured":"Zhao S, Cao Q, Chen J (2016) A multi-atl method for transfer learning across multiple domains with arbitrarily different distribution. Knowl Based Syst 94:60\u201369","journal-title":"Knowl Based Syst"},{"issue":"2","key":"671_CR20","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1007\/s10115-015-0821-z","volume":"46","author":"B Saha","year":"2016","unstructured":"Saha B, Gupta S, Dinh P (2016) Multiple task transfer learning with small sample sizes. Knowl Inf Syst 46(2):315\u2013342","journal-title":"Knowl Inf Syst"},{"issue":"5","key":"671_CR21","doi-asserted-by":"publisher","first-page":"782","DOI":"10.1109\/TSC.2014.2381611","volume":"8","author":"H Yan","year":"2015","unstructured":"Yan H, Qimin P, Hu X (2015) Time aware and data sparsity tolerant web service recommendation based on improved collaborative filtering. IEEE Trans Serv Comput 8(5):782\u2013794","journal-title":"IEEE Trans Serv Comput"},{"issue":"1","key":"671_CR22","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1109\/TASE.2014.2348555","volume":"13","author":"X Luo","year":"2016","unstructured":"Luo X, Zhou MC, Leung H et al (2016) An incremental-and-static-combined scheme for matrix-factorization-based collaborative filtering. IEEE Trans Autom Sci Eng 13(1):333\u2013343","journal-title":"IEEE Trans Autom Sci Eng"},{"issue":"1","key":"671_CR23","first-page":"109","volume":"18","author":"Y Saya","year":"2013","unstructured":"Saya Y, Yasunari Y, Chikoto K (2013) Music recommendation hybrid system for improving recognition ability using collaborative filtering and impression words. Artif Life Robot 18(1):109\u2013116","journal-title":"Artif Life Robot"},{"issue":"5","key":"671_CR24","doi-asserted-by":"publisher","first-page":"1083","DOI":"10.1109\/TCYB.2014.2344015","volume":"45","author":"Y Yang","year":"2015","unstructured":"Yang Y, Ma Z, Yang Y (2015) Multitask spectral clustering by exploring intertask correlation. IEEE Trans Cybern 45(5):1083\u20131094","journal-title":"IEEE Trans Cybern"},{"issue":"1","key":"671_CR25","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1109\/TIFS.2015.2442527","volume":"11","author":"AO Marina","year":"2016","unstructured":"Marina AO, Zanoni D, Siome G (2016) Manifold learning and spectral clustering for image phylogeny forests. IEEE Trans Inf Forensics Secur 11(1):5\u201318","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"7","key":"671_CR26","doi-asserted-by":"publisher","first-page":"1521","DOI":"10.1109\/LGRS.2015.2411558","volume":"12","author":"BF Sayyed","year":"2015","unstructured":"Sayyed BF, Mohammad RM, Ali AA (2015) Clustering multispectral images using spatial\u2013spectral information. IEEE Geosci Remote Sens Lett 12(7):1521\u20131525","journal-title":"IEEE Geosci Remote Sens Lett"},{"issue":"3","key":"671_CR27","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1007\/s00371-014-1051-1","volume":"31","author":"T Budianto","year":"2015","unstructured":"Budianto T, Henry J, Hock SS (2015) Spectral caustic rendering of a homogeneous caustic object based on wavelength clustering and eye sensitivity. Vis Comput 31(3):365\u2013370","journal-title":"Vis Comput"},{"issue":"4","key":"671_CR28","doi-asserted-by":"publisher","first-page":"720","DOI":"10.1109\/TNNLS.2014.2322377","volume":"26","author":"M Siamak","year":"2015","unstructured":"Siamak M, Carlos A, Raghvendra M (2015) Multiclass semisupervised learning based upon kernel spectral clustering. IEEE Trans Neural Netw Learn Syst 26(4):720\u2013733","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"issue":"1","key":"671_CR29","first-page":"14","volume":"36","author":"BB Juan","year":"2016","unstructured":"Juan BB (2016) Existence of travelling wave solutions for a Fisher\u2013Kolmogorov system with biomedical applications. Commun Nonlinear Sci Numer Simul 36(1):14\u201320","journal-title":"Commun Nonlinear Sci Numer Simul"},{"issue":"10","key":"671_CR30","doi-asserted-by":"publisher","first-page":"917","DOI":"10.1080\/08839514.2014.954348","volume":"28","author":"VS Dixit","year":"2014","unstructured":"Dixit VS, Mehta H, Bedi P (2014) A proposed framework for group-based multi-criteria recommendations. Appl Artif Intell 28(10):917\u2013956","journal-title":"Appl Artif Intell"},{"key":"671_CR31","doi-asserted-by":"crossref","unstructured":"Li B, Yang Q, Xue XY (2009) Transfer learning for collaborative filtering via a rating-matrix generative model. In: Proceedings of the 26th international conference on machine learning (ICML 2009), Montreal, Canada, 14\u201318 June, pp 617\u2013624","DOI":"10.1145\/1553374.1553454"},{"issue":"4","key":"671_CR32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2700487","volume":"6","author":"MZ Ullah","year":"2015","unstructured":"Ullah MZ, Aono M, Seddiqui M (2015) Estimating a ranked list of human genetic diseases by associating phenotype-gene with gene-disease bipartite graphs. ACM Trans Intell Syst Technol 6(4):1\u201322","journal-title":"ACM Trans Intell Syst Technol"},{"key":"671_CR33","unstructured":"Agni D, Herve J, Laurent A (2014) Image retrieval with reciprocal and shared nearest neighbors. In: 2014 international conference on computer vision theory and applications (VISAPP) 2, pp 321\u2013328"},{"issue":"5","key":"671_CR34","first-page":"477","volume":"23","author":"P Luiz","year":"2013","unstructured":"Luiz P, Tomasz R, Joshua A (2013) Recommending people to people: the nature of reciprocal recommenders with a case study in online dating. User Model User Adapt Interact 23(5):477\u2013488","journal-title":"User Model User Adapt Interact"},{"key":"671_CR35","doi-asserted-by":"publisher","first-page":"434","DOI":"10.1016\/j.ins.2014.03.063","volume":"278","author":"J Liu","year":"2014","unstructured":"Liu J, Wu C, Xiong Y (2014) List-wise probabilistic matrix factorization for recommendation. Inf Sci 278:434\u2013447","journal-title":"Inf Sci"},{"issue":"16","key":"671_CR36","doi-asserted-by":"publisher","first-page":"6967","DOI":"10.1016\/j.eswa.2014.06.008","volume":"41","author":"XK Zhou","year":"2014","unstructured":"Zhou XK, Wu S, Chen G (2014) kNN processing with co-space distance in solomo systems. Expert Syst Appl 41(16):6967\u20136982","journal-title":"Expert Syst Appl"},{"key":"671_CR37","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1016\/j.knosys.2014.12.002","volume":"75","author":"AI Saleh","year":"2015","unstructured":"Saleh AI, Desoulw A, Ali SH (2015) Promoting the performance of vertical recommendation systems by applying new classification techniques. Knowl Based Syst 75:192\u2013223","journal-title":"Knowl Based Syst"},{"issue":"5","key":"671_CR38","doi-asserted-by":"publisher","first-page":"947","DOI":"10.1142\/S0219622015500194","volume":"14","author":"JJ Huang","year":"2015","unstructured":"Huang JJ, Yuan X, Zhong N (2015) Modeling tag-aware recommendations based on user preferences. Int J Inf Technol Decis Mak 14(5):947\u2013970","journal-title":"Int J Inf Technol Decis Mak"},{"issue":"2","key":"671_CR39","doi-asserted-by":"publisher","first-page":"774","DOI":"10.1016\/j.eswa.2014.08.044","volume":"42","author":"W Liu","year":"2015","unstructured":"Liu W, Wu C, Feng B (2015) Conditional preference in recommender systems. Expert Syst Appl 42(2):774\u2013788","journal-title":"Expert Syst Appl"},{"issue":"2","key":"671_CR40","doi-asserted-by":"publisher","first-page":"376","DOI":"10.1109\/TKDE.2012.231","volume":"26","author":"J Liu","year":"2014","unstructured":"Liu J, Xiong Y, Wu C (2014) Learning conditional preference networks from inconsistent examples. IEEE Trans Knowl Data Eng 26(2):376\u2013390","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"1","key":"671_CR41","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1016\/j.knosys.2012.11.006","volume":"40","author":"J Liu","year":"2013","unstructured":"Liu J, Yao Z, Xiong Y (2013) Learning conditional preference network from noisy samples using hypothesis testing. Knowl Based Syst 40(1):7\u201316","journal-title":"Knowl Based Syst"},{"issue":"2","key":"671_CR42","doi-asserted-by":"publisher","first-page":"342","DOI":"10.1007\/s10618-015-0417-y","volume":"30","author":"HS Le","year":"2016","unstructured":"Le HS, Tran MT (2016) General factorization framework for context-aware recommendations. Data Min Knowl Discov 30(2):342\u2013371","journal-title":"Data Min Knowl Discov"},{"key":"671_CR43","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ins.2015.08.001","volume":"327","author":"JT Liu","year":"2016","unstructured":"Liu JT, Sui CH, Deng DW (2016) Representing conditional preference by boosted regression trees for recommendation. Inf Sci 327:1\u201320","journal-title":"Inf Sci"},{"key":"671_CR44","doi-asserted-by":"crossref","unstructured":"Gantner Z, Rendle S, Freudenthaler C (2011) Mymedialite: a free recommender system library. In: Proceedings of the 15th ACM conference on recommender systems, RecSys\u201911, ACM, New York, NY, USA, pp 305\u2013308","DOI":"10.1145\/2043932.2043989"}],"container-title":["Pattern Analysis and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-017-0671-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10044-017-0671-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-017-0671-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,1,16]],"date-time":"2020-01-16T10:32:35Z","timestamp":1579170755000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10044-017-0671-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,11,24]]},"references-count":44,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,5]]}},"alternative-id":["671"],"URL":"https:\/\/doi.org\/10.1007\/s10044-017-0671-2","relation":{},"ISSN":["1433-7541","1433-755X"],"issn-type":[{"value":"1433-7541","type":"print"},{"value":"1433-755X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,11,24]]},"assertion":[{"value":"14 July 2016","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"15 November 2017","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 November 2017","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}