ST-GRF: Spatiotemporal graph neural networks for rainfall forecasting
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[1] Pan Shang,et al. A dynamic ensemble deep deterministic policy gradient recursive network for spatiotemporal traffic speed forecasting in an urban road network , 2022, Digit. Signal Process..
[2] L. Abualigah,et al. Hybrid Aquila optimizer with arithmetic optimization algorithm for global optimization tasks , 2022, Soft Computing.
[3] Chengqing Yu,et al. A new ensemble deep graph reinforcement learning network for spatio-temporal traffic volume forecasting in a freeway network , 2022, Digit. Signal Process..
[4] Xiaodi Li,et al. Exponential stability of nonlinear state-dependent delayed impulsive systems with applications , 2021 .
[5] Shubham Mahajan,et al. Hybrid method to supervise feature selection using signal processing and complex algebra techniques , 2021, Multimedia Tools and Applications.
[6] Yanjie Fu,et al. Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting , 2021, KDD.
[7] Peng Sun,et al. Event-driven NN adaptive fixed-time control for nonlinear systems with guaranteed performance , 2021, J. Frankl. Inst..
[8] Zhensong Chen,et al. A novel graph convolutional feature based convolutional neural network for stock trend prediction , 2021, Inf. Sci..
[9] Victor S. Sheng,et al. SCENT: A new precipitation nowcasting method based on sparse correspondence and deep neural network , 2021, Neurocomputing.
[10] Mingyu Fan,et al. AST-GNN: An attention-based spatio-temporal graph neural network for Interaction-aware pedestrian trajectory prediction , 2021, Neurocomputing.
[11] Jinjun Tang,et al. Multi-community passenger demand prediction at region level based on spatio-temporal graph convolutional network , 2021 .
[12] Lirong Wu,et al. Conditional Local Convolution for Spatio-Temporal Meteorological Forecasting , 2021, AAAI.
[13] Li Mengzhang,et al. Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting , 2020, AAAI.
[14] Byung-Gyu Kim,et al. Deep BLSTM-GRU Model for Monthly Rainfall Prediction: A Case Study of Simtokha, Bhutan , 2020, Remote. Sens..
[15] Weifeng Lv,et al. LSTM variants meet graph neural networks for road speed prediction , 2020, Neurocomputing.
[16] Lina Yao,et al. Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting , 2020, NeurIPS.
[17] Azzedine Boukerche,et al. SSGRU: A novel hybrid stacked GRU-based traffic volume prediction approach in a road network , 2020, Comput. Commun..
[18] Haifeng Li,et al. A3T-GCN: Attention Temporal Graph Convolutional Network for Traffic Forecasting , 2020, ISPRS Int. J. Geo Inf..
[19] Jing Huang,et al. Prediction of Precipitation Based on Recurrent Neural Networks in Jingdezhen, Jiangxi Province, China , 2020, Atmosphere.
[20] Yanran Li,et al. PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting , 2020, SIGSPATIAL/GIS.
[21] Eduardo S. Ogasawara,et al. STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting , 2019, Neurocomputing.
[22] S. Poornima,et al. Prediction of Rainfall Using Intensified LSTM Based Recurrent Neural Network with Weighted Linear Units , 2019, Atmosphere.
[23] Hufang Yang,et al. An innovative hybrid system for wind speed forecasting based on fuzzy preprocessing scheme and multi-objective optimization , 2019, Energy.
[24] Qi Li,et al. A hybrid model for spatiotemporal forecasting of PM2.5 based on graph convolutional neural network and long short-term memory. , 2019, The Science of the total environment.
[25] Wenwu Zhu,et al. Deep Learning on Graphs: A Survey , 2018, IEEE Transactions on Knowledge and Data Engineering.
[26] Haifeng Li,et al. Temporal Graph Convolutional Network for Urban Traffic Flow Prediction Method , 2018, ArXiv.
[27] Nathanael Perraudin,et al. DeepSphere: Efficient spherical Convolutional Neural Network with HEALPix sampling for cosmological applications , 2018, Astron. Comput..
[28] Andreas Geiger,et al. SphereNet: Learning Spherical Representations for Detection and Classification in Omnidirectional Images , 2018, ECCV.
[29] Huijun Wang,et al. Interannual Variation of the Spring and Summer Precipitation over the Three River Source Region in China and the Associated Regimes , 2018, Journal of Climate.
[30] Yu Zheng,et al. Deep Distributed Fusion Network for Air Quality Prediction , 2018, KDD.
[31] B. Choubin,et al. Precipitation forecasting using classification and regression trees (CART) model: a comparative study of different approaches , 2018, Environmental Earth Sciences.
[32] Leslie Monplaisir,et al. New efficient hybrid candlestick technical analysis model for stock market timing on the basis of the Support Vector Machine and Heuristic Algorithms of Imperialist Competition and Genetic , 2018, Expert Syst. Appl..
[33] Ke Zhang,et al. A Short-Term Rainfall Prediction Model Using Multi-task Convolutional Neural Networks , 2017, 2017 IEEE International Conference on Data Mining (ICDM).
[34] Bahram Choubin,et al. Combined gamma and M-test-based ANN and ARIMA models for groundwater fluctuation forecasting in semiarid regions , 2017, Environmental Earth Sciences.
[35] Hao Wang,et al. Exploring hybrid spatio-temporal convolutional networks for human action recognition , 2017, Multimedia Tools and Applications.
[36] Hareton K. N. Leung,et al. A Deep-Learning Based Precipitation Forecasting Approach Using Multiple Environmental Factors , 2017, 2017 IEEE International Congress on Big Data (BigData Congress).
[37] Vladimir Stojanovic,et al. Identification of time‐varying OE models in presence of non‐Gaussian noise: Application to pneumatic servo drives , 2016 .
[38] Vladimir Stojanovic,et al. Joint state and parameter robust estimation of stochastic nonlinear systems , 2016 .
[39] Yufang Wang,et al. A novel hybrid decomposition-and-ensemble model based on CEEMD and GWO for short-term PM2.5 concentration forecasting , 2016 .
[40] Vicente Julián,et al. Rainfall Prediction: A Deep Learning Approach , 2016, HAIS.
[41] Dit-Yan Yeung,et al. Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting , 2015, NIPS.
[42] Lior Wolf,et al. A Dynamic Convolutional Layer for short rangeweather prediction , 2015, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[43] Mingzhe Liu,et al. Evolving RBF neural networks for rainfall prediction using hybrid particle swarm optimization and genetic algorithm , 2015, Neurocomputing.
[44] Qi Ying,et al. Spatial and temporal variability of PM2.5 and PM10 over the North China Plain and the Yangtze River Delta, China , 2014 .
[45] Yoshua Bengio,et al. Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation , 2014, EMNLP.
[46] Li Deng,et al. A tutorial survey of architectures, algorithms, and applications for deep learning , 2014, APSIPA Transactions on Signal and Information Processing.
[47] Navdeep Jaitly,et al. Hybrid speech recognition with Deep Bidirectional LSTM , 2013, 2013 IEEE Workshop on Automatic Speech Recognition and Understanding.
[48] Olivier Caumont,et al. An Observation Operator for Radar Refractivity Change: Comparison of Observations and Convective-Scale Simulations , 2013, Boundary-Layer Meteorology.
[49] K. P. Moustris,et al. Precipitation Forecast Using Artificial Neural Networks in Specific Regions of Greece , 2011 .
[50] Wei-Chiang Hong,et al. Rainfall forecasting by technological machine learning models , 2008, Appl. Math. Comput..
[51] F. Scarselli,et al. A new model for learning in graph domains , 2005, Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005..
[52] W. Krajewski,et al. Estimation of Rainfall Interstation Correlation , 2001 .
[53] N. Null. Artificial Neural Networks in Hydrology. I: Preliminary Concepts , 2000 .
[54] S. Hochreiter,et al. Long Short-Term Memory , 1997, Neural Computation.
[55] Steven S. Beauchemin,et al. The computation of optical flow , 1995, CSUR.
[56] Yiqun Li,et al. A Hybrid Deep Learning Framework for Long-Term Traffic Flow Prediction , 2021, IEEE Access.
[57] M. Babel,et al. An artificial neural network model for rainfall forecasting in Bangkok , Thailand , 2008 .