A distributed WND-LSTM model on MapReduce for short-term traffic flow prediction

Short-Term Traffic Flow Prediction Based on Least Square Support Vector Machine with Hybrid Optimization Algorithm

(2019) Chuan Luo et al.   NEURAL PROCESSING LETTERS

Day-ahead traffic flow forecasting based on a deep belief network optimized by the multi-objective particle swarm algorithm

(2019) Linchao Li et al.   KNOWLEDGE-BASED SYSTEMS

Hybrid short-term traffic flow prediction model of intersections based on improved complete ensemble empirical mode decomposition with adaptive noise

(2019) Xiujuan Tian et al.   Advances in Mechanical Engineering

A Traffic Flow Prediction Method Based on Road Crossing Vector Coding and a Bidirectional Recursive Neural Network

(2019) Zhao et al.   Electronics

A multivariate short-term traffic flow forecasting method based on wavelet analysis and seasonal time series

(2018) Hong Zhang et al.   APPLIED INTELLIGENCE

Bilateral LSTM: A Two-Dimensional Long Short-Term Memory Model With Multiply Memory Units for Short-Term Cycle Time Forecasting in Re-entrant Manufacturing Systems

(2018) Junliang Wang et al.   IEEE Transactions on Industrial Informatics

An Algorithm for Traffic Flow Prediction Based on Improved SARIMA and GA

(2018) Xianglong Luo et al.   KSCE Journal of Civil Engineering

Accurate Traffic Flow Prediction in Heterogeneous Vehicular Networks in an Intelligent Transport System Using a Supervised Non-Parametric Classifier

(2018) Hesham El-Sayed et al.   SENSORS

Localized Space-Time Autoregressive Parameters Estimation for Traffic Flow Prediction in Urban Road Networks

(2018) Jianbin Chen et al.   Applied Sciences-Basel

Improved Deep Hybrid Networks for Urban Traffic Flow Prediction Using Trajectory Data

(2018) Zongtao Duan et al.   IEEE Access

An Evaluation of HTM and LSTM for Short-Term Arterial Traffic Flow Prediction

(2018)   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

LSTM-based traffic flow prediction with missing data

(2018) Yan Tian et al.   NEUROCOMPUTING

Exploring spatial–temporal relations via deep convolutional neural networks for traffic flow prediction with incomplete data

(2018) Shaojiang Deng et al.   APPLIED SOFT COMPUTING

Parallel computing method of deep belief networks and its application to traffic flow prediction

(2018) Lu Zhao et al.   KNOWLEDGE-BASED SYSTEMS

An Intelligent Transportation System to control air pollution and road traffic in cities integrating CEP and Colored Petri Nets

(2018) Gregorio Díaz et al.   NEURAL COMPUTING & APPLICATIONS

Short-term traffic flow prediction in smart multimedia system for Internet of Vehicles based on deep belief network

(2018) Fanhui Kong et al.   Future Generation Computer Systems-The International Journal of eScience

Consensus Filter-Based Distributed Variational Bayesian Algorithm for Flow and Speed Density Prediction With Distributed Traffic Sensors

(2017) Behrooz Safarinejadian et al.   IEEE Systems Journal

Deep learning for short-term traffic flow prediction

(2017) Nicholas G. Polson et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Short-term traffic flow prediction using a self-adaptive two-dimensional forecasting method

(2017) Minghui Ma et al.   Advances in Mechanical Engineering

A distributed spatial–temporal weighted model on MapReduce for short-term traffic flow forecasting

(2016) Dawen Xia et al.   NEUROCOMPUTING

Multiple measures-based chaotic time series for traffic flow prediction based on Bayesian theory

(2016) Yongfu Li et al.   NONLINEAR DYNAMICS

A Map Reduce-Based Nearest Neighbor Approach for Big-Data-Driven Traffic Flow Prediction

(2016) Dawen Xia et al.   IEEE Access

Short-term traffic flow prediction model using particle swarm optimization–based combined kernel function-least squares support vector machine combined with chaos theory

(2016) Qiang Shang et al.   Advances in Mechanical Engineering

Time-Aware Multivariate Nearest Neighbor Regression Methods for Traffic Flow Prediction

(2015) Pietro Dell'Acqua et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Intersection traffic flow forecasting based on ν-GSVR with a new hybrid evolutionary algorithm

(2015) Min-Liang Huang   NEUROCOMPUTING

Urban traffic flow forecasting through statistical and neural network bagging ensemble hybrid modeling

(2015) Fabio Moretti et al.   NEUROCOMPUTING

Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning

(2014) Wenhao Huang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Short-Term Traffic State Prediction Based on Temporal–Spatial Correlation

(2013) T. L. Pan et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Short-Term Traffic Flow Forecasting: An Experimental Comparison of Time-Series Analysis and Supervised Learning

(2013) Marco Lippi et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Short-term time series algebraic forecasting with internal smoothing

(2013) Rita Palivonaite et al.   NEUROCOMPUTING

Prediction of Short-Term Traffic Variables Using Intelligent Swarm-Based Neural Networks

(2012) Kit Yan Chan et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Short-Term Traffic Speed Forecasting Based on Data Recorded at Irregular Intervals

(2012) Qing Ye et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Short-term traffic flow forecasting: parametric and nonparametric approaches via emotional temporal difference learning

(2012) Javad Abdi et al.   NEURAL COMPUTING & APPLICATIONS

Urban traffic flow forecasting using Gauss–SVR with cat mapping, cloud model and PSO hybrid algorithm

(2012) Ming-Wei Li et al.   NEUROCOMPUTING

A computationally efficient two-stage method for short-term traffic prediction on urban roads

(2012) Fangce Guo et al.   TRANSPORTATION PLANNING AND TECHNOLOGY

Traffic flow forecasting by seasonal SVR with chaotic simulated annealing algorithm

(2011) Wei-Chiang Hong   NEUROCOMPUTING

Seasonal Autoregressive Integrated Moving Average and Support Vector Machine Models

(2011) Ning Zhang et al.   TRANSPORTATION RESEARCH RECORD

A Novel Connectionist System for Unconstrained Handwriting Recognition

(2009) A. Graves et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions

(2008) Manoel Castro-Neto et al.   EXPERT SYSTEMS WITH APPLICATIONS