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題名:嶄新的即時POI推薦系統--使用即時事件、圖文/時間內容感知資訊與樹狀卷積網路
書刊名:資訊管理學報
作者:郝沛毅 引用關係龔千芬 引用關係張俊陽 引用關係蔣榮先 引用關係鄭詠恆
作者(外文):Hao, Pei-yiKung, Chien-fengChang, Chun-yangChiang, Jung-hsienCheang, Weng-hang
出版日期:2020
卷期:27:4
頁次:頁495-535
主題關鍵詞:事件嵌入興趣點推薦矩陣分解深度學習卷積神經網路Event embeddingPOI recommendationMatrix factorizationDeep learningConvolutional neural networks
原始連結:連回原系統網址new window
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  • 共同引用共同引用:0
  • 點閱點閱:9
期刊論文
1.Bengio, Yoshua、Courville, Aaron、Vincent, Pascal(2013)。Representation learning: A review and new perspectives。IEEE Transactions on Pattern Analysis and Machine Intelligence,35(8),1798-1828。  new window
2.Bokde, D.、Girase, S.、Mukhopadhyay, D.(2015)。Role of matrix factorization model in collaborative filtering algorithm: A survey。Procedia Computer Science,49,136-146。  new window
3.Gao, H.、Tang, J.、Liu, H.(2015)。Addressing the cold-start problem in location recommendation using geo-social correlations。Data Mining Knowledge Discovery,29(2),299-323。  new window
4.Hao, P.-Y.、Cheang, W.-H.、Chiang, J.-H.(2019)。Real-time event embedding for POI recommendation。Neurocomputing,349(15),1-11。  new window
5.Liu, W.、Lai, H.、Wang, J.、Ke, G.、Yang, W.、Yin, J.(2019)。Mix geographical information into local collaborative ranking for POI recommendation。World Wide Web,23(1),131-152。  new window
6.Rios, C.、Schiaffino, S.、Godoy, D.(2018)。A study of neighbour selection strategies for POI recommendation in LBSNs。Journal of Information Science,44(6),802-817。  new window
7.Wang, X.、Zhao, Y. L.、Nie, L.、Gao, Y.、Nie, W.、Zha, Z.-H.(2015)。Semantic-based location recommendation with multimodal venue semantics。IEEE Transactions on Multimedia,17(3),409-419。  new window
8.Yan, D.、Zhao, X.、Guo, Z.(2018)。Personalized POI recommendation based on subway network features and users' historical behaviors。Hindawi Wireless Communications and Mobile Computing,2018。  new window
9.Zhang, Z.、Zou, C.、Ding, R.、Chen, Z.(2019)。VCG: Exploiting visual contents and geographical influence for point-of-interest recommendation。Neurocomputing,357(10),53-65。  new window
10.Zhu, J.、Wang, C.、Guo, X.、Ming, Q.、Li, J.、Liu, Y.(2019)。Friend and POI recommendation based on social trust cluster in location-based social networks。EURASIP Journal on Wireless Communications and Networking,2019(1),(89)1-(89)12。  new window
會議論文
1.Mikolov, T.、Sutskever, I.、Chen, K.、Corrado, G. S.、Dean, J.(2013)。Distributed Representations of Words and Phrases and their Compositionality。The 27th Annual Conference on Neural Information Processing Systems,(會議日期: 2013/12/05-12/10),3111-3119。  new window
2.Kim, Yoon(2014)。Convolutional neural networks for sentence classification。The 2014 Conference on Empirical Methods in Natural Language Processing,(會議日期: October 25-29, 2014),1746-1751。  new window
3.Taigman, Y.、Yang, M.、Ranzato, M. A.、Wolf, L.(2014)。Deepface: Closing the gap to human-level performance in face verification。The 2014 IEEE Conference on Computer Vision and Pattern Recognition,(會議日期: 2014/06/23-06/28),1701-1708。  new window
4.Cho, E.、Myers, S. A.、Leskovec, J.(2011)。Friendship and mobility: user movement in location-based social networks。The 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,(會議日期: August 21-24, 2011)。San Diego, CA。1082-1090。  new window
5.Hu, B.、Lu, Z.、Li, H.、Chen, Q.(2014)。Convolutional neural network architectures for matching natural language sentences。The 28th International Conference on Neural Information Processing Systems,(會議日期: December 8-13, 2014)。Montreal, QC。2042-2050。  new window
6.Iyyer, M.、Manjunatha, V.、Boyd-Graber, J.、Daume, H.(2015)。Deep unordered composition rivals syntactic methods for text classification。The 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing,(會議日期: July 26-31, 2015)。Beijing。1681-1691。  new window
7.Kim, D.、Park, C.、Oh, J.、Lee, S.、Yu, H.(2016)。Convolutional matrix factorization for document context-aware recommendation。The 10th ACM Conference on Recommender systems,(會議日期: September 15-19, 2016)。Boston, MA。223-240。  new window
8.Liu, B.、Xiong, H.(2013)。Point-of-interest recommendation in location based social networks with topic and location awareness。The 13th SIAM International Conference on Data Mining,(會議日期: May 2-4, 2013)。Austin, TX。396-404。  new window
9.Nguyen, T. H.、Grishman, R.(2015)。Relation extraction: Perspective from convolutional neural networks。The Conference of the North American Chapter of the Association for Computational Linguistics-Human Language Technologies,(會議日期: May 31-June, 2015)。Denver, CO。39-48。  new window
10.Pan, R.、Zhou, Y.、Cao, B.、Niu, N. N.、Lukose, R.、Scholz, M.、Yang, Q.(2008)。One-class collaborative filtering。The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases,(會議日期: September 5-19, 2008)。Antwerp。502-511。  new window
11.Wang, S.、Wang, Y.、Tang, J.、Shu, K.、Ranganath, S.、Liu, H.(2017)。What your images reveal: Exploiting visual contents for point-of-interest recommendation。The 26th International Conference on World Wide Web,(會議日期: April 3-7, 2017)。Perth。391-400。  new window
12.Simonyan, K.、Zisserman, A.(2015)。Very deep convolutional networks for largescale image recognition。The 3rd International Conference on Learning Representations,(會議日期: May 7-9, 2015)。San Diego, CA。1-14。  new window
13.Wang, F.、Qu, Y.、Zheng, L.、Lu, C. T.、Yu, P. S.(2017)。Deep and broad learning on content-aware POI recommendation。The 3rd IEEE International Conference on Collaboration and Internet Computing,(會議日期: October 15-17, 2017)。San Jose, CA。369-378。  new window
14.Wen, Y.、Zhang, W.、Luo, R.、Wang, J.(2016)。Learning text representation using recurrent convolutional neural network with highway layers。The Neu-IR '16 SIGIR Workshop on Neural Information Retrieval,(會議日期: July 21, 2016)。Pisa。1-5。  new window
15.Yang, D.、Zhang, D.、Yu, Z.、Wang, Z.(2013)。A sentiment-enhanced personalized location recommendation system。The 24th ACM Conference on Hypertext and Social Media,(會議日期: May 1-3, 2013)。Paris。119-128。  new window
16.Zhang, J. D.、Chow, C. Y.(2013)。iGSLR: Personalized geo-social location recommendation: A kernel density estimation approach。The 21st ACM International Conference on Advances in Geographic Information Systems,(會議日期: November 5-8, 2013)。Orlando, FL。334-343。  new window
17.Zhang, J.、Kong, X.、Yu, P. S.(2014)。Transferring heterogeneous links across location-based social networks。7th ACM International Conference on Web Search and Data Mining,(會議日期: February 24-28, 2014)。New York, NY。303-312。  new window
18.Zhang, J. D.、Chow, C. Y.、Li, Y.(2014)。LORE: Exploiting sequential influence for location recommendations。The 22nd ACM International Conference on Advances in Geographic Information Systems,(會議日期: November 4-7, 2014),103-112。  new window
19.Zhang, C.、Liu, L.、Lei, D.、Yuan, Q.、Zhuang, H.、Hanratty, T.、Han, J.(2017)。TrioVecEvent: Embedding-based online local event detection in geo-tagged tweet streams。The 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,(會議日期: August 13-17, 2017)。Halifax, NS。595-604。  new window
20.Zhang, C.、Zhou, G.、Yuan, Q.、Zhuang, H.、Zheng, Y.、Kaplan, L.、Wang, S.、Han, J.(2016)。GeoBurst: Real-time local event detection in geo-tagged tweet streams。The 39th ACM International Conference on Research and Development in Information Retrieval,(會議日期: July 17-21, 2016)。Pisa。513-522。  new window
21.Zhao, S.、Zhao, T.、Yang, H.、Lyu, M. R.、King, I.(2016)。STELLAR: Spatialtemporal latent ranking for successive point-of-interest recommendation。The Thirtieth AAAI Conference on Artificial Intelligence,(會議日期: February 12-17, 2016)。Phoenix, AZ。315-322。  new window
研究報告
1.Shirani-​Mehr, H.(2015)。Applications of deep learning to sentiment analysis of movie reviews。CA:Stanford University。  new window
其他
1.Zhao, S.,Zhao, T.,King, I.,Lyu, M. R.(2016)。GT-SEER: Geo-temporal sequential embedding rank for point-of-interest recommendation,https://arxiv.org/abs/1606.05859。  new window
 
 
 
 
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