Ensemble correlation-based low-rank matrix completion with applications to traffic data imputation

作者: Xiaobo Chen , Zhongjie Wei , Zuoyong Li , Jun Liang , Yingfeng Cai

DOI: 10.1016/J.KNOSYS.2017.06.010

关键词:

摘要: … in many real-world applications, such as traffic data imputation. In order to estimate missing … the rank of the matrix comprising the whole traffic data, potentially assuming that all traffic …

参考文章(45)
Jinjun Tang, Yinhai Wang, Shen Zhang, Hua Wang, Fang Liu, Shaowei Yu, On Missing Traffic Data Imputation Based on Fuzzy C-Means Method by Considering Spatial–Temporal Correlation Transportation Research Record: Journal of the Transportation Research Board. ,vol. 2528, pp. 86- 95 ,(2015) , 10.3141/2528-10
Thomas G. Dietterich, Ensemble Methods in Machine Learning Multiple Classifier Systems. pp. 1- 15 ,(2000) , 10.1007/3-540-45014-9_1
Feng Honghai, Chen Guoshun, Yin Cheng, Yang Bingru, Chen Yumei, A SVM Regression Based Approach to Filling in Missing Values Lecture Notes in Computer Science. pp. 581- 587 ,(2005) , 10.1007/11553939_83
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)
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
Filmon G. Habtemichael, Mecit Cetin, Short-term traffic flow rate forecasting based on identifying similar traffic patterns Transportation Research Part C-emerging Technologies. ,vol. 66, pp. 61- 78 ,(2016) , 10.1016/J.TRC.2015.08.017
Fuxi Shi, Dan Zhang, Jun Chen, Hamid Reza Karimi, Missing Value Estimation for Microarray Data by Bayesian Principal Component Analysis and Iterative Local Least Squares Mathematical Problems in Engineering. ,vol. 2013, pp. 1- 5 ,(2013) , 10.1155/2013/162938
Xiaobo Chen, Jian Yang, Jun Liang, A flexible support vector machine for regression Neural Computing and Applications. ,vol. 21, pp. 2005- 2013 ,(2012) , 10.1007/S00521-011-0623-5
Gustavo E. A. P. A. Batista, Maria Carolina Monard, An analysis of four missing data treatment methods for supervised learning Applied Artificial Intelligence. ,vol. 17, pp. 519- 533 ,(2003) , 10.1080/713827181