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Deep Learning for Spatio-Temporal Data Mining: A Survey

IEEE transactions on knowledge and data engineering, 2022-08, Vol.34 (8), p.1-1

2022

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Time series classification based on multi-feature dictionary representation and ensemble learning

Expert systems with applications, 2021-05, Vol.169, p.114162, Article 114162

2021

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Extracting diverse-shapelets for early classification on time series

World wide web (Bussum), 2020-11, Vol.23 (6), p.3055-3081

2020

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Convolutional LSTM based transportation mode learning from raw GPS trajectories

IET intelligent transport systems, 2020-06, Vol.14 (6), p.570-577

2020

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CANE: community-aware network embedding via adversarial training

Knowledge and information systems, 2021-02, Vol.63 (2), p.411-438

2021

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Event detection and popularity prediction in microblogging

Neurocomputing (Amsterdam), 2015-02, Vol.149, p.1469-1480

2015

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Computing Urban Traffic Congestions by Incorporating Sparse GPS Probe Data and Social Media Data

ACM transactions on information systems, 2017-10, Vol.35 (4), p.1-30

2017

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GPS Trajectory Completion Using End-to-End Bidirectional Convolutional Recurrent Encoder-Decoder Architecture with Attention Mechanism

Sensors (Basel, Switzerland), 2020-09, Vol.20 (18), p.5143

2020

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Improving the robustness of complex networks with preserving community structure

PloS one, 2015-02, Vol.10 (2), p.e0116551-e0116551

2015

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Deep learning based origin-destination prediction via contextual information fusion

Multimedia tools and applications, 2022-04, Vol.81 (9), p.12029-12045

2022

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CDLFM: cross-domain recommendation for cold-start users via latent feature mapping

Knowledge and information systems, 2020-05, Vol.62 (5), p.1723-1750

2020

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Detecting Communities on Topic of Transportation With Sparse Crowd Annotations

IEEE transactions on intelligent transportation systems, 2017-04, Vol.18 (4), p.1017-1022

2017

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IEEE_Xplore

Landmark Image Retrieval by Jointing Feature Refinement and Multimodal Classifier Learning

IEEE transactions on cybernetics, 2018-06, Vol.48 (6), p.1682-1695

2018

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IEEE_Xplore

Predicting Dynamic User–Item Interaction with Meta-Path Guided Recursive RNN

Algorithms, 2022-03, Vol.15 (3), p.80

2022

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Mode Inference using enhanced Segmentation and Pre-processing on raw Global Positioning System data

Measurement and control (London), 2020-08, Vol.53 (7-8), p.1144-1158

2020

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Mutual clustering on comparative texts via heterogeneous information networks

Knowledge and information systems, 2020, Vol.62 (1), p.175-202

2020

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USFP: An unbalanced severe typhoon formation prediction framework based on transfer learning

Frontiers in Marine Science, 2023-02, Vol.9

2023

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Predicting Ocean Temperature in High-Frequency Internal Wave Area with Physics-Guided Deep Learning: A Case Study from the South China Sea

Journal of marine science and engineering, 2023-09, Vol.11 (9), p.1728

2023

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Learning Geographical Hierarchy Features via a Compositional Model

IEEE transactions on multimedia, 2016-09, Vol.18 (9), p.1855-1868

2016

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IEEE_Xplore

TrafficGAN: Network-Scale Deep Traffic Prediction With Generative Adversarial Nets

IEEE transactions on intelligent transportation systems, 2021-01, Vol.22 (1), p.219-230

2021

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IEEE_Xplore

Dynamic graph convolutional network for long-term traffic flow prediction with reinforcement learning

Information sciences, 2021-11, Vol.578, p.401-416

2021

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Training data reduction to speed up SVM training

Applied intelligence (Dordrecht, Netherlands), 2014-09, Vol.41 (2), p.405-420

2014

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Geographical Topics Learning of Geo-Tagged Social Images

IEEE transactions on cybernetics, 2016-03, Vol.46 (3), p.744-755

2016

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IEEE_Xplore

Deep Collaborative Filtering with Multi-Aspect Information in Heterogeneous Networks

IEEE transactions on knowledge and data engineering, 2021-04, Vol.33 (4), p.1413-1425

2021

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IEEE_Xplore

Deep Irregular Convolutional Residual LSTM for Urban Traffic Passenger Flows Prediction

IEEE transactions on intelligent transportation systems, 2020-03, Vol.21 (3), p.972-985

2020

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IEEE_Xplore

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Deep Learning for Spatio-Temporal Data Mining: A Survey

Time series classification based on multi-feature dictionary representation and ensemble learning

Extracting diverse-shapelets for early classification on time series

Convolutional LSTM based transportation mode learning from raw GPS trajectories

CANE: community-aware network embedding via adversarial training

Event detection and popularity prediction in microblogging

Computing Urban Traffic Congestions by Incorporating Sparse GPS Probe Data and Social Media Data

GPS Trajectory Completion Using End-to-End Bidirectional Convolutional Recurrent Encoder-Decoder Architecture with Attention Mechanism

Improving the robustness of complex networks with preserving community structure

Deep learning based origin-destination prediction via contextual information fusion

CDLFM: cross-domain recommendation for cold-start users via latent feature mapping

Detecting Communities on Topic of Transportation With Sparse Crowd Annotations

Landmark Image Retrieval by Jointing Feature Refinement and Multimodal Classifier Learning

Predicting Dynamic User–Item Interaction with Meta-Path Guided Recursive RNN

Mode Inference using enhanced Segmentation and Pre-processing on raw Global Positioning System data

Mutual clustering on comparative texts via heterogeneous information networks

USFP: An unbalanced severe typhoon formation prediction framework based on transfer learning

Predicting Ocean Temperature in High-Frequency Internal Wave Area with Physics-Guided Deep Learning: A Case Study from the South China Sea

Learning Geographical Hierarchy Features via a Compositional Model

TrafficGAN: Network-Scale Deep Traffic Prediction With Generative Adversarial Nets

Dynamic graph convolutional network for long-term traffic flow prediction with reinforcement learning

Training data reduction to speed up SVM training

Geographical Topics Learning of Geo-Tagged Social Images

Deep Collaborative Filtering with Multi-Aspect Information in Heterogeneous Networks

Deep Irregular Convolutional Residual LSTM for Urban Traffic Passenger Flows Prediction

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