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

24 May 2020

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

30 / 30 papers shown

Title
A comparative study of deep learning and ensemble learning to extend the horizon of traffic forecasting Xiao Zheng Saeed Asadi Bagloee Majid Sarvi AI4TS 43 0 0 30 Apr 2025
PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting Tongtong Zhang Zhiyong Cui Bingzhang Wang Yilong Ren Haiyang Yu Pan Deng Yinhai Wang AI4TS 70 0 0 18 Dec 2024
Nd-BiMamba2: A Unified Bidirectional Architecture for Multi-Dimensional Data Processing Hao Liu Mamba AI4CE 79 1 0 22 Nov 2024
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation Shahzaib Iqbal Tariq M. Khan Syed S. Naqvi Asim Naveed Erik H. W. Meijering MedIm 53 6 0 05 Sep 2024
GenAI-powered Multi-Agent Paradigm for Smart Urban Mobility: Opportunities and Challenges for Integrating Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) with Intelligent Transportation Systems Haowen Xu Jinghui Yuan Anye Zhou Guanhao Xu Wan Li Xuegang Ban Xinyue Ye 29 8 0 31 Aug 2024
Machine-learning-based particle identification with missing data Milosz Kasak Kamil Deja Maja Karwowska M. Jakubowska L. Graczykowski Malgorzata Janik 11 3 0 21 Dec 2023
RACER: Rational Artificial Intelligence Car-following-model Enhanced by Reality Tianyi Li Alexander Halatsis Raphael E. Stern 16 2 0 12 Dec 2023
Network Wide Evacuation Traffic Prediction in a Rapidly Intensifying Hurricane from Traffic Detectors and Facebook Movement Data: A Deep Learning Approach Md Mobasshir Rashid Rezaur Rahman Samiul Hasan 11 1 0 16 Nov 2023
Networkwide Traffic State Forecasting Using Exogenous Information: A Multi-Dimensional Graph Attention-Based Approach Syed Islam Monika Filipovska AI4TS 26 0 0 18 Oct 2023
Establishing a real-time traffic alarm in the city of Valencia with Deep Learning Miguel G. Folgado V. Sanz J. Hirn Edgar Lorenzo-Saez Javier Urchueguia HAI 21 0 0 05 Sep 2023
Newell's theory based feature transformations for spatio-temporal traffic prediction Agnimitra Sengupta S. I. Guler OOD AI4TS 26 0 0 12 Jul 2023
A Bayesian approach to quantifying uncertainties and improving generalizability in traffic prediction models Agnimitra Sengupta Sudeepta Mondal A. Das S. I. Guler BDL UQCV 32 11 0 12 Jul 2023
Hybrid hidden Markov LSTM for short-term traffic flow prediction Agnimitra Sengupta A. Das S. I. Guler BDL AI4TS 19 2 0 11 Jul 2023
Reinforcement Learning Approaches for Traffic Signal Control under Missing Data Hao Mei Junxian Li Bin Shi Hua Wei 32 9 0 21 Apr 2023
Graph Convolutional Networks for Traffic Forecasting with Missing Values Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 31 39 0 13 Dec 2022
Understanding transit ridership in an equity context through a comparison of statistical and machine learning algorithms Elnaz Yousefzadeh Barri S. Farber H. Jahanshahi Eda Beyazıt 24 14 0 30 Nov 2022
FedStack: Personalized activity monitoring using stacked federated learning T. Shaik Xiaohui Tao Niall Higgins R. Gururajan Yuefeng Li Xujuan Zhou Usha R. Acharya FedML 32 61 0 27 Sep 2022
Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting Meng-Ju Tsai Zhiyong Cui H. Yang Cole Kopca Sophie Tien Yinhai Wang AI4TS 17 4 0 19 Jun 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 26 27 0 18 May 2022
Estimating city-wide hourly bicycle flow using a hybrid LSTM MDN M. S. Myhrmann S. E. Mabit 14 4 0 20 Apr 2022
A Deep Learning Approach for Network-wide Dynamic Traffic Prediction during Hurricane Evacuation Rezaur Rahman Samiul Hasan AI4TS 17 19 0 25 Feb 2022
Personality Type Based on Myers-Briggs Type Indicator with Text Posting Style by using Traditional and Deep Learning Sakdipat Ontoum Jonathan H. Chan 17 19 0 21 Jan 2022
A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems Bárbara Tavares Cláudia Soares Manuel Marques 13 2 0 03 Jan 2022
Spatial Aggregation and Temporal Convolution Networks for Real-time Kriging Yuankai Wu Dingyi Zhuang Mengying Lei A. Labbe Lijun Sun AI4TS 40 25 0 24 Sep 2021
Jointly Modeling Aspect and Polarity for Aspect-based Sentiment Analysis in Persian Reviews Milad Vazan J. Razmara 33 12 0 16 Sep 2021
Long Short-term Cognitive Networks Gonzalo Nápoles Isel Grau A. Jastrzębska Yamisleydi Salgueiro AI4TS 11 8 0 30 Jun 2021
Digital twins based on bidirectional LSTM and GAN for modelling the COVID-19 pandemic César Quilodrán-Casas Vinicius L. S. Silva Rossella Arcucci Claire E. Heaney Yike Guo Christopher C. Pain 34 40 0 03 Feb 2021
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Eric L. Manibardo I. Laña Javier Del Ser AI4TS 32 67 0 02 Dec 2020
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 14 44 0 01 Nov 2019
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 213 1,897 0 06 Jun 2016