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 · Spatial and Panel Data Analysis
参考文献 72
Connectionism in Perspective
被引 506Rolf Pfeifer, Françoise Fogelman Soulié, Luc Steels · Elsevier eBooks · 1989
Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results
被引 2,176Billy M. Williams, L A Hoel · Journal of Transportation Engineering · 2003
Statistical Inference for Probabilistic Functions of Finite State Markov Chains
被引 2,775Leonard E. Baum, Ted Petrie · The Annals of Mathematical Statistics · 1966
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引用本文 32
A comprehensive survey of deep learning for time series forecasting: architectural diversity and open challenges
被引 273Jongseon Kim, Hyungjoon Kim, HyunGi Kim · Artificial Intelligence Review · 2025
A novel ST-iTransformer model for spatio-temporal ambient air pollution forecasting
被引 24Rui 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 8Ekata Mohapatra, Mira Das, Smita Rath · Discover Applied Sciences · 2025
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