·216· 智能系统学报 第14卷 [37刀薛福亮，马莉.利用动态产品分类树政进的关联规则推 system[J].Procedia computer science,2016,85:915-921 荐方法.计算机工程与应用，2016,52(4)：135-141. [47]OSTUNI VC,DI NOIA T,MIRIZZI R,et al.A linked XUE Fuliang,MA Li.Improved association rule recom- data recommender system using a neighborhood-based mendation method based on dynamic product graph kernel[M]//International Conference on Electronic taxonomy[J].Computer engineering and applications, Commerce and Web Technologies.Cham:Springer Inter- 2016,52(4:135-141. national Publishing,2014:89-100. [38]LU E H C,FANG S H,TSENG V S.Integrating tourist [48]FENG Xiaodong,SHARMA A,SRIVASTAVA J,et al. packages and tourist attractions for personalized trip plan- Social network regularized sparse linear model for Top-N, ning based on travel constraints[J].Geolnformatica,2016, recommendation[J].Engineering applications of artificial 20(4):741-763. intelligence,2016,51:5-15. [39]LI Ting,LIU Anfeng,HUANG Changqin.A similarity [49]LIU Juntao,WU Caihua.Deep learning based recom- scenario-based recommendation model with small dis- mendation:a survey[M]//International Conference on In- turbances for unknown items in social networks[J].IEEE formation Science and Applications 2017.Singapore: Access,2017,4:9251-9272. Springer,2017. [40]GRUN C,NEIDHARDT J,WERTHNER H.Ontology- [50]WANG Quan,MAO Zhendong,WANG Bin,et al. based matchmaking to provide personalized recommenda- Knowledge graph embedding:A survey of approaches tions for tourists[Ml//SCHEGG R.STANGL B.Informa- and applications[J].IEEE transactions on knowledge and tion and Communication Technologies in Tourism 2017. data engineering,2017,29(12):2724-2743. Cham:Springer International Publishing,2017. [41]朱郁筱，吕琳媛.推荐系统评价指标综述)，电子科技 作者简介： 大学学报，2012,41(2)：163-175. ZHU Yuxi,LU Linyuan.Evaluation metrics for recom- 常亮，男，1980年生，教授，博士， mender systems[J.Journal of university of electronic sci- 中国计算机学会高级会员，主要研究 ence and technology,2012,41(2):163-175 方向为数据与知识工程、形式化方法 智能系统。主持并完成多项科研项 [42]VARGAS S,CASTELLS P.Rank and relevance in nov- 目，其中国家自然科学基金项目1项、 elty and diversity metrics for recommender systems[C]/ 广西自然科学基金项目1项。发表学 5th ACM Conference on Recommender Systems.Chica- 术论文70余篇，被SCI、日收录60余篇。 g0,USA:ACM,2011:109-116. [43]CATHERINE R,COHEN W.Personalized recommenda- 张伟涛，男，1993年生，硕士研究 tions using knowledge graphs:A probabilistic logic pro- 生，主要研究方向为机器学习、推荐系统。 gramming approach[C]//10th ACM Conference on Re- commender Systems.Boston,USA:ACM,2016: 325-332 [44]LI Haoyang,WU Yuanxu,XIA Wei.Review on state-of- the-art technologies and algorithms on recommendation system[C]//2016 International Conference on Mechatron- 古天龙，男，1964年生，教授，博 ics Engineering and Information Technology.2016. 士生导师，博土，主要研究方向为形式 化方法、知识工程与符号推理、协议工 [45]MAYER-SCHNBERGER V.CUKIER K.Big data:A re- 程与移动计算、可信泛在网络、嵌入式 volution that will transform how we live,work,and 系统。主持国家863计划项目、国家 think[M].Eamon Dolan/Houghton Mifflin Harcourt,2014. 自然科学基金、国防预研重点项目、国 [46]KETHAVARAPU U P K,SARASWATHI S.Concept 防预研基金等30余项。发表学术论 based dynamic ontology creation for job recommendation 文130余篇，被SCI.EI收录60余篇，出版学术著作3部。薛福亮, 马莉. 利用动态产品分类树改进的关联规则推 荐方法[J]. 计算机工程与应用, 2016, 52(4): 135–141. XUE Fuliang, MA Li. Improved association rule recom￾mendation method based on dynamic product taxonomy[J]. Computer engineering and applications, 2016, 52(4): 135–141. [37] LU E H C, FANG S H, TSENG V S. Integrating tourist packages and tourist attractions for personalized trip plan￾ning based on travel constraints[J]. GeoInformatica, 2016, 20(4): 741–763. [38] LI Ting, LIU Anfeng, HUANG Changqin. A similarity scenario-based recommendation model with small dis￾turbances for unknown items in social networks[J]. IEEE Access, 2017, 4: 9251–9272. [39] GRÜN C, NEIDHARDT J, WERTHNER H. Ontology￾based matchmaking to provide personalized recommenda￾tions for tourists[M]//SCHEGG R, STANGL B. Informa￾tion and Communication Technologies in Tourism 2017. Cham: Springer International Publishing, 2017. [40] 朱郁筱, 吕琳媛. 推荐系统评价指标综述[J]. 电子科技 大学学报, 2012, 41(2): 163–175. ZHU Yuxi, LÜ Linyuan. Evaluation metrics for recom￾mender systems[J]. Journal of university of electronic sci￾ence and technology, 2012, 41(2): 163–175. [41] VARGAS S, CASTELLS P. Rank and relevance in nov￾elty and diversity metrics for recommender systems[C]// 5th ACM Conference on Recommender Systems. Chica￾go, USA: ACM, 2011: 109–116. [42] CATHERINE R, COHEN W. Personalized recommenda￾tions using knowledge graphs: A probabilistic logic pro￾gramming approach[C]//10th ACM Conference on Re￾commender Systems. Boston, USA: ACM, 2016: 325–332. [43] LI Haoyang, WU Yuanxu, XIA Wei. Review on state-of￾the-art technologies and algorithms on recommendation system[C]//2016 International Conference on Mechatron￾ics Engineering and Information Technology. 2016. [44] MAYER-SCHNBERGER V, CUKIER K. Big data: A re￾volution that will transform how we live, work, and think[M]. Eamon Dolan/Houghton Mifflin Harcourt, 2014. [45] KETHAVARAPU U P K, SARASWATHI S. Concept based dynamic ontology creation for job recommendation [46] system[J]. Procedia computer science, 2016, 85: 915–921. OSTUNI V C, DI NOIA T, MIRIZZI R, et al. A linked data recommender system using a neighborhood-based graph kernel[M]//International Conference on Electronic Commerce and Web Technologies. Cham: Springer Inter￾national Publishing, 2014: 89–100. [47] FENG Xiaodong, SHARMA A, SRIVASTAVA J, et al. Social network regularized sparse linear model for Top-N, recommendation[J]. Engineering applications of artificial intelligence, 2016, 51: 5–15. [48] LIU Juntao, WU Caihua. Deep learning based recom￾mendation: a survey[M]//International Conference on In￾formation Science and Applications 2017. Singapore: Springer, 2017. [49] WANG Quan, MAO Zhendong, WANG Bin, et al. Knowledge graph embedding: A survey of approaches and applications[J]. IEEE transactions on knowledge and data engineering, 2017, 29(12): 2724–2743. [50] 作者简介： 常亮，男，1980 年生，教授，博士， 中国计算机学会高级会员，主要研究 方向为数据与知识工程、形式化方法、 智能系统。主持并完成多项科研项 目，其中国家自然科学基金项目 1 项、 广西自然科学基金项目 1 项。发表学 术论文 70 余篇，被 SCI、EI 收录 60 余篇。 张伟涛，男，1993 年生，硕士研究 生，主要研究方向为机器学习、推荐系统。 古天龙，男，1964 年生，教授，博 士生导师，博士，主要研究方向为形式 化方法、知识工程与符号推理、协议工 程与移动计算、可信泛在网络、嵌入式 系统。主持国家 863 计划项目、国家 自然科学基金、国防预研重点项目、国 防预研基金等 30 余项。发表学术论 文 130 余篇，被 SCI、EI 收录 60 余篇，出版学术著作 3 部。 ·216· 智 能 系 统 学 报 第 14 卷