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Estimating the travel time of a path is of great importance to smart urban mobility.
Analysis of freeway traffic time-series data by using box-jenkins techniques
Mohammed S. Ahmed and Allen R. Cook · 1979
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Backpropagation through time: what it does and how to do it
Paul J Werbos · 1990
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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The PeMS algorithms for accurate, real-time estimates of g-factors and speeds from single-loop detectors
Zhanfeng Jia, Chao Chen, Ben Coifman, and Pravin Varaiya · 2001
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A simple and effective method for predicting travel times on freeways
John Rice and Erik Van Zwet · 2004
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Framewise phoneme classification with bidirectional lstm and other neural network architectures
Alex Graves and Jürgen Schmidhuber · 2005
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Traffic estimation and prediction based on real time floating car data
Corrado De Fabritiis, Roberto Ragona, and Gaetano Valenti · 2008
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Data mining: concepts and techniques
Jiawei Han, Jian Pei, and Micheline Kamber · 2011
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Finding time period-based most frequent path in big trajectory data
Wuman Luo, Haoyu Tan, Lei Chen, and Lionel M Ni · 2013
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Distributed representations of words and phrases and their compositionality
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean · 2013
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Route travel time estimation using low-frequency floating car data
Mahmood Rahmani, Erik Jenelius, and Haris N Koutsopoulos · 2013
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Spatiotemporal patterns in large-scale traffic speed prediction
Muhammad Tayyab Asif, Justin Dauwels, Chong Yang Goh, Ali Oran, Esmail Fathi, Muye Xu, Menoth Mohan Dhanya, Nikola Mitrovic, and Patrick Jaillet · 2014
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Adam: A method for stochastic optimization
Diederik Kingma and Jimmy Ba · 2014
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Artificial neural networks applied to taxi destination prediction
Alexandre de Brébisson, Étienne Simon, Alex Auvolat, Pascal Vincent, and Yoshua Bengio · 2015
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Traffic flow prediction with big data: a deep learning approach
Yisheng Lv, Yanjie Duan, Wenwen Kang, Zhengxi Li, and Fei-Yue Wang · 2015
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Long short-term memory neural network for traffic speed prediction using remote microwave sensor data
Xiaolei Ma, Zhimin Tao, Yinhai Wang, Haiyang Yu, and Yunpeng Wang · 2015
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Deeptransport: Prediction and Simulation of Human Mobility and Transportation Mode at a Citywide Level
Xuan Song, Hiroshi Kanasugi, and Ryosuke Shibasaki · 2016
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Identifying human mobility via trajectory embeddings
Qiang Gao, Fan Zhou, Kunpeng Zhang, Goce Trajcevski, Xucheng Luo, and Fengli Zhang · 2017
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Bryan Perozzi, Rami Al-Rfou, and Steven Skiena · 2014
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Travel time estimation of a path using sparse trajectories
Yilun Wang, Yu Zheng, and Yexiang Xue · 2014
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Modeling trajectories with recurrent neural networks
Hao Wu, Ziyang Chen, Weiwei Sun, Baihua Zheng, and Wei Wang · 2017
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Deep spatio-temporal residual networks for citywide crowd flows prediction
Junbo Zhang, Yu Zheng, and Dekang Qi · 2017
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