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+@article{su2009survey,
+ title={A survey of collaborative filtering techniques},
+ author={Su, Xiaoyuan and Khoshgoftaar, Taghi M},
+ journal={Advances in artificial intelligence},
+ volume={2009},
+ year={2009},
+ publisher={Hindawi}
+}
+
+@article{sun2017collaborative,
+ title={Collaborative intent prediction with real-time contextual data},
+ author={Sun, Yu and Yuan, Nicholas Jing and Xie, Xing and McDonald, Kieran and Zhang, Rui},
+ journal={ACM Transactions on Information Systems (TOIS)},
+ volume={35},
+ number={4},
+ pages={1--33},
+ year={2017},
+ publisher={ACM New York, NY, USA}
+}
+
+@inproceedings{zou2020survey,
+ title={A survey on application of knowledge graph},
+ author={Zou, Xiaohan},
+ booktitle={Journal of Physics: Conference Series},
+ volume={1487},
+ number={1},
+ pages={012016},
+ year={2020},
+ organization={IOP Publishing}
+}
+
+@misc{karlgren1990algebra,
+ title={An algebra for recommendations: Using reader data as a basis for measuring document proximity},
+ author={Karlgren, Jussi},
+ year={1990},
+ publisher={Department of Computer and Systems Sciences, Stockholm University}
+}
+
+@book{karlgren1994newsgroup,
+ title={Newsgroup clustering based on user behavior-a recommendation algebra},
+ author={Karlgren, Jussi},
+ year={1994},
+ publisher={Swedish Institute of Computer Science}
+}
+
+@article{jafarkarimi2012naive,
+ title={A naive recommendation model for large databases},
+ author={Jafarkarimi, Hosein and Sim, Alex Tze Hiang and Saadatdoost, Robab},
+ journal={International Journal of Information and Education Technology},
+ volume={2},
+ number={3},
+ pages={216},
+ year={2012},
+ publisher={IACSIT Press}
+}
+
+@article{singhal2012introducing,
+ title={Introducing the knowledge graph: things, not strings},
+ author={Singhal, Amit},
+ journal={Official google blog},
+ volume={5},
+ pages={16},
+ year={2012}
+}
+
+@inproceedings{bordes2013translating,
+ title={Translating embeddings for modeling multi-relational data},
+ author={Bordes, Antoine and Usunier, Nicolas and Garcia-Duran, Alberto and Weston, Jason and Yakhnenko, Oksana},
+ booktitle={Neural Information Processing Systems (NIPS)},
+ pages={1--9},
+ year={2013}
+}
+
+@inproceedings{wang2014knowledge,
+ title={Knowledge graph embedding by translating on hyperplanes},
+ author={Wang, Zhen and Zhang, Jianwen and Feng, Jianlin and Chen, Zheng},
+ booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
+ volume={28},
+ number={1},
+ year={2014}
+}
+
+@inproceedings{lin2015learning,
+ title={Learning entity and relation embeddings for knowledge graph completion},
+ author={Lin, Yankai and Liu, Zhiyuan and Sun, Maosong and Liu, Yang and Zhu, Xuan},
+ booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
+ volume={29},
+ number={1},
+ year={2015}
+}
+
+@article{yang2014embedding,
+ title={Embedding entities and relations for learning and inference in knowledge bases},
+ author={Yang, Bishan and Yih, Wen-tau and He, Xiaodong and Gao, Jianfeng and Deng, Li},
+ journal={arXiv preprint arXiv:1412.6575},
+ year={2014}
+}
+
+@article{lin2015modeling,
+ title={Modeling relation paths for representation learning of knowledge bases},
+ author={Lin, Yankai and Liu, Zhiyuan and Luan, Huanbo and Sun, Maosong and Rao, Siwei and Liu, Song},
+ journal={arXiv preprint arXiv:1506.00379},
+ year={2015}
+}
+
+@article{guu2015traversing,
+ title={Traversing knowledge graphs in vector space},
+ author={Guu, Kelvin and Miller, John and Liang, Percy},
+ journal={arXiv preprint arXiv:1506.01094},
+ year={2015}
+}
+
+@inproceedings{toutanova2016compositional,
+ title={Compositional learning of embeddings for relation paths in knowledge base and text},
+ author={Toutanova, Kristina and Lin, Xi Victoria and Yih, Wen-tau and Poon, Hoifung and Quirk, Chris},
+ booktitle={Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
+ pages={1434--1444},
+ year={2016}
+}
+
+@book{fielding2000architectural,
+ title={Architectural styles and the design of network-based software architectures},
+ author={Fielding, Roy T},
+ volume={7},
+ year={2000},
+ publisher={University of California, Irvine Irvine}
+}
+
+@inproceedings{koren2008factorization,
+ title={Factorization meets the neighborhood: a multifaceted collaborative filtering model},
+ author={Koren, Yehuda},
+ booktitle={Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining},
+ pages={426--434},
+ year={2008}
+}
+
+@inproceedings{wang2018shine,
+ title={Shine: Signed heterogeneous information network embedding for sentiment link prediction},
+ author={Wang, Hongwei and Zhang, Fuzheng and Hou, Min and Xie, Xing and Guo, Minyi and Liu, Qi},
+ booktitle={Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining},
+ pages={592--600},
+ year={2018}
+}
+
+@inproceedings{wang2018dkn,
+ title={DKN: Deep knowledge-aware network for news recommendation},
+ author={Wang, Hongwei and Zhang, Fuzheng and Xie, Xing and Guo, Minyi},
+ booktitle={Proceedings of the 2018 world wide web conference},
+ pages={1835--1844},
+ year={2018}
+}
+
+@article{sun2017collaborative,
+ title={Collaborative intent prediction with real-time contextual data},
+ author={Sun, Yu and Yuan, Nicholas Jing and Xie, Xing and McDonald, Kieran and Zhang, Rui},
+ journal={ACM Transactions on Information Systems (TOIS)},
+ volume={35},
+ number={4},
+ pages={1--33},
+ year={2017},
+ publisher={ACM New York, NY, USA}
+}
+
+@inproceedings{zhang2016collaborative,
+ title={Collaborative knowledge base embedding for recommender systems},
+ author={Zhang, Fuzheng and Yuan, Nicholas Jing and Lian, Defu and Xie, Xing and Ma, Wei-Ying},
+ booktitle={Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining},
+ pages={353--362},
+ year={2016}
+}
+
+@inproceedings{wang2018shine,
+ title={Shine: Signed heterogeneous information network embedding for sentiment link prediction},
+ author={Wang, Hongwei and Zhang, Fuzheng and Hou, Min and Xie, Xing and Guo, Minyi and Liu, Qi},
+ booktitle={Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining},
+ pages={592--600},
+ year={2018}
+}
+
+@inproceedings{yu2014personalized,
+ title={Personalized entity recommendation: A heterogeneous information network approach},
+ author={Yu, Xiao and Ren, Xiang and Sun, Yizhou and Gu, Quanquan and Sturt, Bradley and Khandelwal, Urvashi and Norick, Brandon and Han, Jiawei},
+ booktitle={Proceedings of the 7th ACM international conference on Web search and data mining},
+ pages={283--292},
+ year={2014}
+}
+
+@article{rendle2012factorization,
+ title={Factorization machines with libfm},
+ author={Rendle, Steffen},
+ journal={ACM Transactions on Intelligent Systems and Technology (TIST)},
+ volume={3},
+ number={3},
+ pages={1--22},
+ year={2012},
+ publisher={ACM New York, NY, USA}
+}
+
+@inproceedings{cheng2016wide,
+ title={Wide \& deep learning for recommender systems},
+ author={Cheng, Heng-Tze and Koc, Levent and Harmsen, Jeremiah and Shaked, Tal and Chandra, Tushar and Aradhye, Hrishi and Anderson, Glen and Corrado, Greg and Chai, Wei and Ispir, Mustafa and others},
+ booktitle={Proceedings of the 1st workshop on deep learning for recommender systems},
+ pages={7--10},
+ year={2016}
+}
+
+@inproceedings{wang2018dkn,
+ title={DKN: Deep knowledge-aware network for news recommendation},
+ author={Wang, Hongwei and Zhang, Fuzheng and Xie, Xing and Guo, Minyi},
+ booktitle={Proceedings of the 2018 world wide web conference},
+ pages={1835--1844},
+ year={2018}
+}
+
+@article{漆桂林2017知识图谱研究进展,
+ title={知识图谱研究进展},
+ author={漆桂林 and 高桓 and 吴天星},
+ journal={情报工程},
+ volume={3},
+ number={1},
+ pages={004--025},
+ year={2017}
+}
+
+@article{徐增林2016知识图谱技术综述,
+ title={知识图谱技术综述},
+ author={徐增林 and 盛泳潘 and 贺丽荣 and 王雅芳},
+ year={2016},
+ publisher={电子科技大学学报自然版}
+}
+
+@article{李涓子2017知识图谱研究综述,
+ title={知识图谱研究综述},
+ author={李涓子 and 侯磊 and others},
+ journal={山西大学学报 (自然科学版)},
+ number={2017 年 03},
+ pages={454--459},
+ year={2017},
+ publisher={山西大学}
+}
+
+@article{曹倩2015知识图谱的技术实现流程及相关应用,
+ title={知识图谱的技术实现流程及相关应用},
+ author={曹倩 and 赵一鸣},
+ journal={情报理论与实践},
+ volume={38},
+ number={12},
+ pages={13--18},
+ year={2015}
+}
+
+@inproceedings{tang2019akupm,
+ title={AKUPM: Attention-enhanced knowledge-aware user preference model for recommendation},
+ author={Tang, Xiaoli and Wang, Tengyun and Yang, Haizhi and Song, Hengjie},
+ booktitle={Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery \& Data Mining},
+ pages={1891--1899},
+ year={2019}
+}
+
+@inproceedings{cao2019unifying,
+ title={Unifying knowledge graph learning and recommendation: Towards a better understanding of user preferences},
+ author={Cao, Yixin and Wang, Xiang and He, Xiangnan and Hu, Zikun and Chua, Tat-Seng},
+ booktitle={The world wide web conference},
+ pages={151--161},
+ year={2019}
+}
+
+@inproceedings{zhao2017meta,
+ title={Meta-graph based recommendation fusion over heterogeneous information networks},
+ author={Zhao, Huan and Yao, Quanming and Li, Jianda and Song, Yangqiu and Lee, Dik Lun},
+ booktitle={Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
+ pages={635--644},
+ year={2017}
+}
+
+@inproceedings{sun2018recurrent,
+ title={Recurrent knowledge graph embedding for effective recommendation},
+ author={Sun, Zhu and Yang, Jie and Zhang, Jie and Bozzon, Alessandro and Huang, Long-Kai and Xu, Chi},
+ booktitle={Proceedings of the 12th ACM Conference on Recommender Systems},
+ pages={297--305},
+ year={2018}
+}
+
+@inproceedings{wang2018ripplenet,
+ title={Ripplenet: Propagating user preferences on the knowledge graph for recommender systems},
+ author={Wang, Hongwei and Zhang, Fuzheng and Wang, Jialin and Zhao, Miao and Li, Wenjie and Xie, Xing and Guo, Minyi},
+ booktitle={Proceedings of the 27th ACM International Conference on Information and Knowledge Management},
+ pages={417--426},
+ year={2018}
+}
+
+@article{黄立威2018基于深度学习的推荐系统研究综述,
+ title={基于深度学习的推荐系统研究综述},
+ author={黄立威 and 江碧涛 and 吕守业 and 刘艳博 and 李德毅},
+ journal={计算机学报},
+ volume={41},
+ number={7},
+ pages={1619--1647},
+ year={2018}
+}
+
+@article{常亮2019知识图谱的推荐系统综述,
+ title={知识图谱的推荐系统综述},
+ author={常亮 and 张伟涛 and 古天龙 and 孙文平 and 宾辰忠 and others},
+ journal={智能系统学报},
+ volume={14},
+ number={2},
+ pages={207--216},
+ year={2019}
+}
+
+@mastersthesis{王一鸣2018基于知识图谱的推荐技术研究及应用,
+ title={基于知识图谱的推荐技术研究及应用},
+ author={王一鸣},
+ year={2018},
+ school={电子科技大学}
+}