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Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network
  for Forecasting Network-wide Traffic State with Missing Values

Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Forecasting Network-wide Traffic State with Missing Values

24 May 2020
Zhiyong Cui
Ruimin Ke
Ziyuan Pu
Yinhai Wang
    AI4TS
ArXivPDFHTML

Papers citing "Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Forecasting Network-wide Traffic State with Missing Values"

13 / 13 papers shown
Title
Road Surface Friction Prediction Using Long Short-Term Memory Neural
  Network Based on Historical Data
Road Surface Friction Prediction Using Long Short-Term Memory Neural Network Based on Historical Data
Ziyuan Pu
Shuo Wang
Chenglong Liu
Zhiyong Cui
Yinhai Wang
37
45
0
01 Nov 2019
Bayesian Temporal Factorization for Multidimensional Time Series
  Prediction
Bayesian Temporal Factorization for Multidimensional Time Series Prediction
Xinyu Chen
Lijun Sun
AI4TS
28
208
0
14 Oct 2019
Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning
  Framework for Network-Scale Traffic Learning and Forecasting
Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting
Zhiyong Cui
Kristian C. Henrickson
Ruimin Ke
Ziyuan Pu
Yinhai Wang
GNN
AI4TS
83
745
0
20 Feb 2018
Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for
  Network-wide Traffic Speed Prediction
Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for Network-wide Traffic Speed Prediction
Zhiyong Cui
Ruimin Ke
Ziyuan Pu
Yinhai Wang
AI4TS
25
413
0
07 Jan 2018
Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction
  in Transportation Networks
Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks
Haiyang Yu
Zhihai Wu
Shuqin Wang
Yunpeng Wang
Xiaolei Ma
AI4TS
GNN
46
543
0
07 May 2017
Learning Traffic as Images: A Deep Convolutional Neural Network for
  Large-Scale Transportation Network Speed Prediction
Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction
Xiaolei Ma
Zhuang Dai
Zhengbing He
Jihui Ma
Yuanbo Wang
Yunpeng Wang
38
1,184
0
16 Jan 2017
Short-term traffic flow forecasting with spatial-temporal correlation in
  a hybrid deep learning framework
Short-term traffic flow forecasting with spatial-temporal correlation in a hybrid deep learning framework
Yuankai Wu
Huachun Tan
AI4TS
63
250
0
03 Dec 2016
Modeling Missing Data in Clinical Time Series with RNNs
Modeling Missing Data in Clinical Time Series with RNNs
Zachary Chase Lipton
David C. Kale
R. Wetzel
AI4TS
48
227
0
13 Jun 2016
Recurrent Neural Networks for Multivariate Time Series with Missing
  Values
Recurrent Neural Networks for Multivariate Time Series with Missing Values
Zhengping Che
S. Purushotham
Kyunghyun Cho
David Sontag
Yan Liu
AI4TS
288
1,924
0
06 Jun 2016
A Theoretically Grounded Application of Dropout in Recurrent Neural
  Networks
A Theoretically Grounded Application of Dropout in Recurrent Neural Networks
Y. Gal
Zoubin Ghahramani
UQCV
DRL
BDL
116
1,644
0
16 Dec 2015
LSTM: A Search Space Odyssey
LSTM: A Search Space Odyssey
Klaus Greff
R. Srivastava
Jan Koutník
Bas R. Steunebrink
Jürgen Schmidhuber
AI4TS
VLM
75
5,283
0
13 Mar 2015
Adam: A Method for Stochastic Optimization
Adam: A Method for Stochastic Optimization
Diederik P. Kingma
Jimmy Ba
ODL
813
149,474
0
22 Dec 2014
Learning Phrase Representations using RNN Encoder-Decoder for
  Statistical Machine Translation
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
Kyunghyun Cho
B. V. Merrienboer
Çağlar Gülçehre
Dzmitry Bahdanau
Fethi Bougares
Holger Schwenk
Yoshua Bengio
AIMat
629
23,235
0
03 Jun 2014
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