Shifen Cheng

Orcid: 0000-0002-9553-8318

According to our database1, Shifen Cheng authored at least 21 papers between 2017 and 2025.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2025
Decomposing spatio-temporal heterogeneity: Matrix-informed ensemble learning for interpretable prediction.
Knowl. Based Syst., 2025

A gravity-inspired model integrating geospatial and socioeconomic distances for truck origin-destination flows prediction.
Int. J. Appl. Earth Obs. Geoinformation, 2025

2024
An ensemble spatial prediction method considering geospatial heterogeneity.
Int. J. Geogr. Inf. Sci., September, 2024

Identifying the cargo types of road freight with semi-supervised trajectory semantic enhancement.
Int. J. Geogr. Inf. Sci., March, 2024

Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models.
Int. J. Geogr. Inf. Sci., March, 2024

Adding attention to the neural ordinary differential equation for spatio-temporal prediction.
Int. J. Geogr. Inf. Sci., January, 2024

FairSTG: Countering performance heterogeneity via collaborative sample-level optimization.
CoRR, 2024

Spatio-Temporal Field Neural Networks for Air Quality Inference.
CoRR, 2024

Inferring freeway traffic volume with spatial interaction enhanced betweenness centrality.
Int. J. Appl. Earth Obs. Geoinformation, 2024

2023
A multi-layer modelling approach for mining versatile ports of a global maritime transportation network.
Int. J. Digit. Earth, December, 2023

2022
How Does a Port Build Influence? Diffusion Patterns in Global Oil Transportation.
Sensors, 2022

Predicting Taxi-Calling Demands Using Multi-Feature and Residual Attention Graph Convolutional Long Short-Term Memory Networks.
ISPRS Int. J. Geo Inf., 2022

2021
Short-Term Traffic Forecasting by Mining the Non-Stationarity of Spatiotemporal Patterns.
IEEE Trans. Intell. Transp. Syst., 2021

2020
A lightweight ensemble spatiotemporal interpolation model for geospatial data.
Int. J. Geogr. Inf. Sci., 2020

2019
Multi-task and multi-view learning based on particle swarm optimization for short-term traffic forecasting.
Knowl. Based Syst., 2019

2018
Short-term traffic forecasting: An adaptive ST-KNN model that considers spatial heterogeneity.
Comput. Environ. Urban Syst., 2018

A Spatiotemporal Multi-View-Based Learning Method for Short-Term Traffic Forecasting.
ISPRS Int. J. Geo Inf., 2018

Fine-grained prediction of urban population using mobile phone location data.
Int. J. Geogr. Inf. Sci., 2018

Short-Term Traffic Forecasting: A Dynamic ST-KNN Model Considering Spatial Heterogeneity and Temporal Non-Stationarity.
Proceedings of the Workshops of the EDBT/ICDT 2018 Joint Conference (EDBT/ICDT 2018), 2018

2017
A Two-Step Method for Missing Spatio-Temporal Data Reconstruction.
ISPRS Int. J. Geo Inf., 2017

ST-PF: Spatio-Temporal Particle Filter for Floating-Car Data Pre-processing.
Proceedings of the Information Fusion and Intelligent Geographic Information Systems (IF&IGIS'17), 2017


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