A Bayesian tensor decomposition approach for spatiotemporal traffic data imputation
作者： Xinyu Chen , Zhaocheng He , Lijun Sun
DOI: 10.1016/J.TRC.2018.11.003
关键词:
摘要: … representations of the whole data set on imputation performance. These … traffic data imputation problems. In this paper, we address the above two challenges for missing data imputation …
sci-hub.se 参考文章(26)
Liang Xiong, Xi Chen, Tzu-Kuo Huang, Jeff Schneider, Jaime G. Carbonell, Temporal Collaborative Filtering with Bayesian Probabilistic Tensor Factorization siam international conference on data mining. pp. 211- 222 ,(2010) , 10.1137/1.9781611972801.19
Huachun Tan, Guangdong Feng, Jianshuai Feng, Wuhong Wang, Yu-Jin Zhang, Feng Li, A Tensor Based Method for Missing Traffic Data Completion Transportation Research Part C-emerging Technologies. ,vol. 28, pp. 15- 27 ,(2013) , 10.1016/J.TRC.2012.12.007
Yuebiao Li, Li Li, Zhiheng Li, Missing traffic data: comparison of imputation methods Iet Intelligent Transport Systems. ,vol. 8, pp. 51- 57 ,(2014) , 10.1049/IET-ITS.2013.0052
Li Li, Yuebiao Li, Zhiheng Li, Efficient missing data imputing for traffic flow by considering temporal and spatial dependence Transportation Research Part C-emerging Technologies. ,vol. 34, pp. 108- 120 ,(2013) , 10.1016/J.TRC.2013.05.008
Tamara G. Kolda, Brett W. Bader, Tensor Decompositions and Applications Siam Review. ,vol. 51, pp. 455- 500 ,(2009) , 10.1137/07070111X
Muhammad Tayyab Asif, Nikola Mitrovic, Lalit Garg, Justin Dauwels, Patrick Jaillet, Low-dimensional models for missing data imputation in road networks international conference on acoustics, speech, and signal processing. pp. 3527- 3531 ,(2013) , 10.1109/ICASSP.2013.6638314
Jinjun Tang, Guohui Zhang, Yinhai Wang, Hua Wang, Fang Liu, A hybrid approach to integrate fuzzy C-means based imputation method with genetic algorithm for missing traffic volume data estimation Transportation Research Part C-emerging Technologies. ,vol. 51, pp. 29- 40 ,(2015) , 10.1016/J.TRC.2014.11.003
Ruslan Salakhutdinov, Andriy Mnih, Bayesian probabilistic matrix factorization using Markov chain Monte Carlo Proceedings of the 25th international conference on Machine learning - ICML '08. pp. 880- 887 ,(2008) , 10.1145/1390156.1390267
Ji Liu, Przemyslaw Musialski, Peter Wonka, Jieping Ye, Tensor completion for estimating missing values in visual data international conference on computer vision. ,vol. 35, pp. 208- 220 ,(2009) , 10.1109/TPAMI.2012.39
Daiheng Ni, John D. Leonard, Angshuman Guin, Chunxia Feng, Multiple Imputation Scheme for Overcoming the Missing Values and Variability Issues in ITS Data Journal of Transportation Engineering-asce. ,vol. 131, pp. 931- 938 ,(2005) , 10.1061/(ASCE)0733-947X(2005)131:12(931)