A Hybrid Short-Term Traffic Flow Prediction Model Based on Singular Spectrum Analysis and Kernel Extreme Learning Machine
出版年份 2016 全文链接
标题
A Hybrid Short-Term Traffic Flow Prediction Model Based on Singular Spectrum Analysis and Kernel Extreme Learning Machine
作者
关键词
Forecasting, Machine learning, Support vector machines, Machine learning algorithms, Kernel functions, Algorithms, Statistical data, Statistical methods
出版物
PLoS One
Volume 11, Issue 8, Pages e0161259
出版商
Public Library of Science (PLoS)
发表日期
2016-08-24
DOI
10.1371/journal.pone.0161259
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- An efficient hybrid kernel extreme learning machine approach for early diagnosis of Parkinson׳s disease
- (2016) Hui-Ling Chen et al. NEUROCOMPUTING
- Feedforward kernel neural networks, generalized least learning machine, and its deep learning with application to image classification
- (2015) Shitong Wang et al. APPLIED SOFT COMPUTING
- Short-term wind power prediction based on LSSVM–GSA model
- (2015) Xiaohui Yuan et al. ENERGY CONVERSION AND MANAGEMENT
- A data-attribute-space-oriented double parallel (DASODP) structure for enhancing extreme learning machine: Applications to regression datasets
- (2015) Yan-Lin He et al. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
- Fusion of Extreme Learning Machine and Graph-Based Optimization Methods for Active Classification of Remote Sensing Images
- (2015) Mohamed A. Bencherif et al. IEEE Geoscience and Remote Sensing Letters
- A new hybrid enhanced local linear neuro-fuzzy model based on the optimized singular spectrum analysis and its application for nonlinear and chaotic time series forecasting
- (2015) Majid Abdollahzade et al. INFORMATION SCIENCES
- Daily global solar radiation prediction from air temperatures using kernel extreme learning machine: A case study for Iran
- (2015) Shahaboddin Shamshirband et al. JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS
- Cross-validation for selecting a model selection procedure
- (2015) Yongli Zhang et al. JOURNAL OF ECONOMETRICS
- A Short-term Traffic Flow Forecasting Method Based on the Hybrid PSO-SVR
- (2015) Wenbin Hu et al. NEURAL PROCESSING LETTERS
- Long short-term memory neural network for traffic speed prediction using remote microwave sensor data
- (2015) Xiaolei Ma et al. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES
- A two-stage short-term traffic flow prediction method based on AVL and AKNN techniques
- (2015) Meng Meng et al. Journal of Central South University
- Multitask TSK Fuzzy System Modeling by Mining Intertask Common Hidden Structure
- (2015) Yizhang Jiang et al. IEEE Transactions on Cybernetics
- Spatiotemporal Context Awareness for Urban Traffic Modeling and Prediction: Sparse Representation Based Variable Selection
- (2015) Su Yang et al. PLoS One
- A chaos embedded GSA-SVM hybrid system for classification
- (2014) Chaoshun Li et al. NEURAL COMPUTING & APPLICATIONS
- Online sequential extreme learning machine with kernels for nonstationary time series prediction
- (2014) Xinying Wang et al. NEUROCOMPUTING
- Short-term traffic forecasting: Where we are and where we’re going
- (2014) Eleni I. Vlahogianni et al. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES
- An Insight into Extreme Learning Machines: Random Neurons, Random Features and Kernels
- (2014) Guang-Bin Huang Cognitive Computation
- Generalized Hidden-Mapping Ridge Regression, Knowledge-Leveraged Inductive Transfer Learning for Neural Networks, Fuzzy Systems and Kernel Methods
- (2014) Zhaohong Deng et al. IEEE Transactions on Cybernetics
- Fast prediction of protein–protein interaction sites based on Extreme Learning Machines
- (2013) Debby D. Wang et al. NEUROCOMPUTING
- Bankruptcy prediction using Extreme Learning Machine and financial expertise
- (2013) Qi Yu et al. NEUROCOMPUTING
- T2FELA: Type-2 Fuzzy Extreme Learning Algorithm for Fast Training of Interval Type-2 TSK Fuzzy Logic System
- (2013) Zhaohong Deng et al. IEEE Transactions on Neural Networks and Learning Systems
- A hybrid model through the fusion of type-2 fuzzy logic systems and extreme learning machines for modelling permeability prediction
- (2012) S.O. Olatunji et al. Information Fusion
- Forecasting of turbine heat rate with online least squares support vector machine based on gravitational search algorithm
- (2012) Weiping Zhang et al. KNOWLEDGE-BASED SYSTEMS
- A computationally efficient two-stage method for short-term traffic prediction on urban roads
- (2012) Fangce Guo et al. TRANSPORTATION PLANNING AND TECHNOLOGY
- Data analysis and short term load forecasting in Iran electricity market using singular spectral analysis (SSA)
- (2011) K. Afshar et al. ENERGY
- Extreme Learning Machine for Regression and Multiclass Classification
- (2011) Guang-Bin Huang et al. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS
- Singular Spectrum Analysis and ARIMA Hybrid Model for Annual Runoff Forecasting
- (2011) Qiang Zhang et al. WATER RESOURCES MANAGEMENT
- A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms
- (2011) Joaquín Derrac et al. Swarm and Evolutionary Computation
- An adaptive singular spectrum analysis approach to murmur detection from heart sounds
- (2010) Saeid Sanei et al. MEDICAL ENGINEERING & PHYSICS
- Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power
- (2009) Salvador García et al. INFORMATION SCIENCES
- Predictions of Freeway Traffic Speeds and Volumes Using Vector Autoregressive Models
- (2009) Srinivasa Ravi Chandra et al. Journal of Intelligent Transportation Systems
- Predicting daily exchange rate with singular spectrum analysis
- (2009) Hossein Hassani et al. NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS
- Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions
- (2008) Manoel Castro-Neto et al. EXPERT SYSTEMS WITH APPLICATIONS
- Microscopic modeling of the relaxation phenomenon using a macroscopic lane-changing model
- (2007) Jorge A. Laval et al. TRANSPORTATION RESEARCH PART B-METHODOLOGICAL
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