研究论文
A survey on spatio-temporal series prediction with deep learning: taxonomy, applications, and future directions
Feiyan Sun, Wenning Hao, Ao Zou, Qianyan Shen
PLA Army Engineering University Jinling Institute of Technology
来源Neural Computing and Applications
年份2024
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学术脉络
学科主题
工程Traffic Prediction and Management Techniques
Time Series Analysis and Forecasting · Human Mobility and Location-Based Analysis
参考文献 74
Connectionism in Perspective
被引 510Rolf Pfeifer, Françoise Fogelman-Soulie, Luc Steels · Elsevier eBooks · 1989
Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results
被引 2,169Billy M. Williams, L A Hoel · Journal of Transportation Engineering · 2003
Statistical Inference for Probabilistic Functions of Finite State Markov Chains
被引 2,812Leonard E. Baum, Ted Petrie · The Annals of Mathematical Statistics · 1966
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引用本文 30
A comprehensive survey of deep learning for time series forecasting: architectural diversity and open challenges
被引 232Jongseon Kim, Hyungjoon Kim, HyunGi Kim · Artificial Intelligence Review · 2025
A novel ST-iTransformer model for spatio-temporal ambient air pollution forecasting
被引 23Rui Zhang, Norhashidah Awang · Journal Of Big Data · 2025
Deep learning-based AQI forecasting: a CNN-LSTM model with visual insights from SHAP-LIME and PDP
被引 7E. Mohapatra, Mira Das, Smita Rath · Discover Applied Sciences · 2025
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