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Multi-task and multi-view learning based on particle swarm optimization for short-term traffic forecasting 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2019, 卷号: 180, 页码: 116-132
Authors:  Cheng, Shifen;  Lu, Feng;  Peng, Peng;  Wu, Sheng
Favorite  |  View/Download:1/0  |  Submit date:2019/09/24
Multi-view learning  Multi-task learning  Particle swarm optimization  Spatiotemporal dependency  Spatiotemporal heterogeneity  Task relationship learning  
Global oil traffic network and diffusion of influence among ports using real time data 期刊论文
ENERGY, 2019, 卷号: 172, 页码: 333-342
Authors:  Peng, Peng;  Poon, Jessie P. H.;  Yang, Yu;  Lu, Feng;  Cheng, Shifen
Favorite  |  View/Download:7/0  |  Submit date:2019/05/22
Global oil traffic networks  Automatic identification system  Ports  Modified liner threshold model  Influence diffusion  
Hub-and-spoke structure: Characterizing the global crude oil transport network with mass vessel trajectories 期刊论文
ENERGY, 2019, 卷号: 168, 页码: 966-974
Authors:  Peng, Peng;  Yang, Yu;  Cheng, Shifen;  Lu, Feng;  Yuan, Zimu
Favorite  |  View/Download:6/0  |  Submit date:2019/05/22
Crude oil trade  Automatic identification system  Complex network  K-core decomposition  Hub-and-spoke structure  
Modelling the competitiveness of the ports along the Maritime Silk Road with big data 期刊论文
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2018, 卷号: 118, 页码: 852-867
Authors:  Peng, Peng;  Yang, Yu;  Lu, Feng;  Cheng, Shifen;  Mou, Naixia;  Yang, Ren
Favorite  |  View/Download:6/0  |  Submit date:2019/05/23
Port competitiveness  Maritime Silk Road  Evaluation model  Entropy-AHP method  Vessel trajectory  Maritime transport network  
Short-term traffic forecasting: An adaptive ST-KNN model that considers spatial heterogeneity 期刊论文
COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 2018, 卷号: 71, 页码: 186-198
Authors:  Cheng, Shifen;  Lu, Feng;  Peng, Peng;  Wu, Sheng
Favorite  |  View/Download:4/0  |  Submit date:2019/05/23
Short-term traffic forecasting  Adaptive spatiotemporal k-nearest neighbor model  Spatial heterogeneity  Traffic patterns  
Modeling the heterogeneous traffic correlations in urban road systems using traffic-enhanced community detection approach 期刊论文
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 卷号: 501, 页码: 227-237
Authors:  Lu, Feng;  Liu, Kang;  Duan, Yingying;  Cheng, Shifen;  Du, Fei
Favorite  |  View/Download:4/0  |  Submit date:2019/05/30
Urban road system  Spatial heterogeneity  Traffic correlation  Traffic-enhanced dual graph  Community detection  
A fine-grained perspective on the robustness of global cargo ship transportation networks 期刊论文
JOURNAL OF GEOGRAPHICAL SCIENCES, 2018, 卷号: 28, 期号: 7, 页码: 881-899
Authors:  Peng Peng;  Cheng Shifen;  Chen Jinhai;  Liao Mengdi;  Wu Lin;  Liu Xiliang;  Lu Feng
Favorite  |  View/Download:6/0  |  Submit date:2019/05/23
complex network  fine-grained  cargo ship transportation network  robustness  automatic identification system  
A Two-Step Method for Missing Spatio-Temporal Data Reconstruction 期刊论文
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2017, 卷号: 6, 期号: 7, 页码: 25
Authors:  Cheng, Shifen;  Lu, Feng
Favorite  |  View/Download:0/0  |  Submit date:2019/09/25
spatio-temporal interpolation  spatio-temporal heterogeneity  dynamic sliding window  neural network