Spectral temporal graph neural network for multivariate agricultural price forecasting
ABSTRACT: Multivariate time series forecasting has an important role in many real-world domains. Especially, price prediction has always been on the focus of researchers. Yet, it is a challenging task that requires the capturing of intra-series and inter-series correlations. Most of the models in li...
| 出版年: | Ciência Rural |
|---|---|
| 主要な著者: | Cevher Özden, Mutlu Bulut |
| フォーマット: | 論文 |
| 言語: | 英語 |
| 出版事項: |
Universidade Federal de Santa Maria
2023-07-01
|
| 主題: | |
| オンライン・アクセス: | http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782024000100951&lng=en&tlng=en |
類似資料
Dynamic Filter Application in Graph Convolutional Networks for Enhanced Spectral Feature Analysis and Class Discrimination in Medical Imaging
著者:: Aryan Singh, 等
出版事項: (2024-01-01)
著者:: Aryan Singh, 等
出版事項: (2024-01-01)
Advanced Deep Learning Approaches for Forecasting High-Resolution Fire Weather Index (FWI) over CONUS: Integration of GNN-LSTM, GNN-TCNN, and GNN-DeepAR
著者:: Shihab Ahmad Shahriar, 等
出版事項: (2025-02-01)
著者:: Shihab Ahmad Shahriar, 等
出版事項: (2025-02-01)
Deep Learning Models for PV Power Forecasting: Review
著者:: Junfeng Yu, 等
出版事項: (2024-08-01)
著者:: Junfeng Yu, 等
出版事項: (2024-08-01)
STFDSGCN: Spatio-Temporal Fusion Graph Neural Network Based on Dynamic Sparse Graph Convolution GRU for Traffic Flow Forecast
著者:: Jiahao Chang, 等
出版事項: (2025-05-01)
著者:: Jiahao Chang, 等
出版事項: (2025-05-01)
Spatial-Temporal Fusion Graph Neural Networks With Mixed Adjacency for Weather Forecasting
著者:: Ang Guo, 等
出版事項: (2025-01-01)
著者:: Ang Guo, 等
出版事項: (2025-01-01)
Graph-Attention Diffusion for Enhanced Multivariate Time-Series Anomaly Detection
著者:: Vadim Lanko, 等
出版事項: (2024-01-01)
著者:: Vadim Lanko, 等
出版事項: (2024-01-01)
A CNN–BiLSTM Architecture for Macroeconomic Time Series Forecasting
著者:: Alessio Staffini
出版事項: (2023-06-01)
著者:: Alessio Staffini
出版事項: (2023-06-01)
Housing Price Forecasting Using AI (LSTM)
著者:: Hossein Ziyadi, 等
出版事項: (2023-12-01)
著者:: Hossein Ziyadi, 等
出版事項: (2023-12-01)
WT-DSE-LSTM: A hybrid model for the multivariate prediction of dissolved oxygen
著者:: Xiao Xu, 等
出版事項: (2025-06-01)
著者:: Xiao Xu, 等
出版事項: (2025-06-01)
Integrated Spatio-Temporal Graph Neural Network for Traffic Forecasting
著者:: Vandana Singh, 等
出版事項: (2024-12-01)
著者:: Vandana Singh, 等
出版事項: (2024-12-01)
Multi-Step-Ahead Electricity Price Forecasting Based on Temporal Graph Convolutional Network
著者:: Haokun Su, 等
出版事項: (2022-07-01)
著者:: Haokun Su, 等
出版事項: (2022-07-01)
Wave Height Forecasting in the Bay of Bengal Using Multivariate Hybrid Deep Learning Models
著者:: Phyusin Thet, 等
出版事項: (2025-07-01)
著者:: Phyusin Thet, 等
出版事項: (2025-07-01)
The improved integrated Exponential Smoothing based CNN-LSTM algorithm to forecast the day ahead electricity price
著者:: Kunal Shejul, 等
出版事項: (2024-12-01)
著者:: Kunal Shejul, 等
出版事項: (2024-12-01)
A Novel Data-Driven Model for Real-Time Influenza Forecasting
著者:: Siva R. Venna, 等
出版事項: (2019-01-01)
著者:: Siva R. Venna, 等
出版事項: (2019-01-01)
2D Convolutional Neural Markov Models for Spatiotemporal Sequence Forecasting
著者:: Calvin Janitra Halim, 等
出版事項: (2020-07-01)
著者:: Calvin Janitra Halim, 等
出版事項: (2020-07-01)
Ionospheric VTEC Maps Forecasting Based on Graph Neural Network With Transformers
著者:: Ruirui Liu, 等
出版事項: (2025-01-01)
著者:: Ruirui Liu, 等
出版事項: (2025-01-01)
Performance Evaluation of Neural Network-Based Short-Term Solar Irradiation Forecasts
著者:: Simon Liebermann, 等
出版事項: (2021-05-01)
著者:: Simon Liebermann, 等
出版事項: (2021-05-01)
On Local Antimagic b-Coloring and Its Application for STGNN Time Series Forecasting on Horizontal Farming
著者:: R. Sunder, 等
出版事項: (2025-03-01)
著者:: R. Sunder, 等
出版事項: (2025-03-01)
A Novel Hybrid Model for Gasoline Prices Forecasting Based on Lasso and CNN
著者:: Hu Yang, 等
出版事項: (2022-09-01)
著者:: Hu Yang, 等
出版事項: (2022-09-01)
Improving daily reference evapotranspiration forecasts: Designing AI-enabled recurrent neural networks based long short-term memory
著者:: Mumtaz Ali, 等
出版事項: (2025-03-01)
著者:: Mumtaz Ali, 等
出版事項: (2025-03-01)
Improving the Efficiency of Multistep Short-Term Electricity Load Forecasting via R-CNN with ML-LSTM
著者:: Mohammed F. Alsharekh, 等
出版事項: (2022-09-01)
著者:: Mohammed F. Alsharekh, 等
出版事項: (2022-09-01)
Temporal and Statistical Insights into Multivariate Time Series Forecasting of Corn Outlet Moisture in Industrial Continuous-Flow Drying Systems
著者:: Marko Simonič, 等
出版事項: (2025-08-01)
著者:: Marko Simonič, 等
出版事項: (2025-08-01)
Three Novel Artificial Neural Network Architectures Based on Convolutional Neural Networks for the Spatio-Temporal Processing of Solar Forecasting Data
著者:: Llinet Benavides Cesar, 等
出版事項: (2024-07-01)
著者:: Llinet Benavides Cesar, 等
出版事項: (2024-07-01)
MolAttnNet: A Predictive Model for Organic Drug Solubility Based on Graph Convolutional Networks and Transformer-Attention
著者:: Chenxu Wang, 等
出版事項: (2025-01-01)
著者:: Chenxu Wang, 等
出版事項: (2025-01-01)
Hybrid CNN-LSTM-GNN Neural Network for A-Share Stock Prediction
著者:: Junhao Dong, 等
出版事項: (2025-08-01)
著者:: Junhao Dong, 等
出版事項: (2025-08-01)
Advancing Brain Tumor Segmentation with Spectral–Spatial Graph Neural Networks
著者:: Sina Mohammadi, 等
出版事項: (2024-04-01)
著者:: Sina Mohammadi, 等
出版事項: (2024-04-01)
A Unified Graph Formulation for Spatio-Temporal Wind Forecasting
著者:: Lars Ødegaard Bentsen, 等
出版事項: (2023-10-01)
著者:: Lars Ødegaard Bentsen, 等
出版事項: (2023-10-01)
VTformer: a novel multiscale linear transformer forecaster with variate-temporal dependency for multivariate time series
著者:: Rui Dai, 等
出版事項: (2025-04-01)
著者:: Rui Dai, 等
出版事項: (2025-04-01)
A Combined Model Based on Recurrent Neural Networks and Graph Convolutional Networks for Financial Time Series Forecasting
著者:: Ana Lazcano, 等
出版事項: (2023-01-01)
著者:: Ana Lazcano, 等
出版事項: (2023-01-01)
Forecasting Stock Price Based on Frequency Components by EMD and Neural Networks
著者:: Wangwei Shu, 等
出版事項: (2020-01-01)
著者:: Wangwei Shu, 等
出版事項: (2020-01-01)
Evaluation of Different Deep Learning Methods for Meteorological Element Forecasting
著者:: Ruibo Qiu, 等
出版事項: (2024-01-01)
著者:: Ruibo Qiu, 等
出版事項: (2024-01-01)
Deep Learning Forecasting Model for Market Demand of Electric Vehicles
著者:: Ahmed Ihsan Simsek, 等
出版事項: (2024-11-01)
著者:: Ahmed Ihsan Simsek, 等
出版事項: (2024-11-01)
Developing a multivariate time series forecasting framework based on stacked autoencoders and multi-phase feature
著者:: Dilip Kumar Sharma, 等
出版事項: (2024-04-01)
著者:: Dilip Kumar Sharma, 等
出版事項: (2024-04-01)
A Multipurpose hybrid forecasting framework for economic stress scenarios: evidence from agriculture and energy sectors
著者:: Hiridik Rajendran, 等
出版事項: (2025-08-01)
著者:: Hiridik Rajendran, 等
出版事項: (2025-08-01)
HPC Cluster Task Prediction Based on Multimodal Temporal Networks with Hierarchical Attention Mechanism
著者:: Xuemei Bai, 等
出版事項: (2025-08-01)
著者:: Xuemei Bai, 等
出版事項: (2025-08-01)
Conditional Temporal Aggregation for Time Series Forecasting Using Feature-Based Meta-Learning
著者:: Anastasios Kaltsounis, 等
出版事項: (2023-04-01)
著者:: Anastasios Kaltsounis, 等
出版事項: (2023-04-01)
A Temporal Window Attention-Based Window-Dependent Long Short-Term Memory Network for Multivariate Time Series Prediction
著者:: Shuang Han, 等
出版事項: (2022-12-01)
著者:: Shuang Han, 等
出版事項: (2022-12-01)
Time-Series Hourly Sea Surface Temperature Prediction Using Deep Neural Network Models
著者:: Farbod Farhangi, 等
出版事項: (2023-05-01)
著者:: Farbod Farhangi, 等
出版事項: (2023-05-01)
Graph Neural Network-Based Short‑Term Load Forecasting with Temporal Convolution
著者:: Chenchen Sun, 等
出版事項: (2023-11-01)
著者:: Chenchen Sun, 等
出版事項: (2023-11-01)
An Improved Deep Learning Model for Electricity Price Forecasting
著者:: Rashed Iqbal, 等
出版事項: (2025-01-01)
著者:: Rashed Iqbal, 等
出版事項: (2025-01-01)
類似資料
-
Dynamic Filter Application in Graph Convolutional Networks for Enhanced Spectral Feature Analysis and Class Discrimination in Medical Imaging
著者:: Aryan Singh, 等
出版事項: (2024-01-01) -
Advanced Deep Learning Approaches for Forecasting High-Resolution Fire Weather Index (FWI) over CONUS: Integration of GNN-LSTM, GNN-TCNN, and GNN-DeepAR
著者:: Shihab Ahmad Shahriar, 等
出版事項: (2025-02-01) -
Deep Learning Models for PV Power Forecasting: Review
著者:: Junfeng Yu, 等
出版事項: (2024-08-01) -
STFDSGCN: Spatio-Temporal Fusion Graph Neural Network Based on Dynamic Sparse Graph Convolution GRU for Traffic Flow Forecast
著者:: Jiahao Chang, 等
出版事項: (2025-05-01) -
Spatial-Temporal Fusion Graph Neural Networks With Mixed Adjacency for Weather Forecasting
著者:: Ang Guo, 等
出版事項: (2025-01-01)
