基于STGCN的时间序列预测任务,以下是详细的步骤和代码: 1. 环境配置 确保安装必要的库: pip install torch numpy pandas scikit-learn tqdm pytorch-geometric 2. 数据准备 假设你的数据结构如下: data/ ├── train.csv ├── val.csv └── test.csv 每个CSV文件包含时间序列数据,例如: timestamp, node...
具体来说,我们的模型在平均绝对误差(MAE)和均方误差(MSE)等指标上均优于原始STGCN。通过实验结果的分析,我们发现Pytorch复现的STGCN模型在预测交通速度方面具有以下优点:首先,我们有效地提高了STGCN的训练效率;其次,我们的方法能够更好地捕捉交通数据中的时空依赖性;最后,我们的模型在预测精度和鲁棒性方面也得到了显著...
The PyTorch implementation of STGCN from the paper Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting. Paper https://arxiv.org/abs/1709.04875 Citation @inproceedings{10.5555/3304222.3304273, author = {Yu, Bing and Yin, Haoteng and Zhu, Zhanxing}, title ...
FelixOpolka/STGCN-PyTorchPublic Notifications Fork67 Star315 Code Issues8 Pull requests Actions Projects Security Insights Additional navigation options Files master data .gitignore LICENSE README.md main.py stgcn.py utils.py
The PyTorch implementation of STGCN from the paperSpatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting. Paper https://arxiv.org/abs/1709.04875 Citation @inproceedings{10.5555/3304222.3304273, author = {Yu, Bing and Yin, Haoteng and Zhu, Zhanxing}, title =...
siamese-fc pytorch代码解读 demo_siamfc.py 1.os.path.join(video_dir, “img/*.jpg”)连接两个或更多的路径名组件 2.glob.glob() 3.os.path.basename(x).split(’.’)[0] 3.demo_siamfc.py tracker.py 1.torch...Pytorch学习(十)---解读Neural Style代码 总说 其实之前写过的torch版本的neural...
STGCNChebGraphConv(args, blocks, n_vertex).to(device) else: model = models.STGCNGraphConv(args, blocks, n_vertex).to(device) # 选择优化器 if args.opt == "adamw": optimizer = optim.AdamW(params=model.parameters(), lr=args.lr, weight_decay=args.weight_decay_rate) elif args.opt ==...
The PyTorch implementation of STGCN. Contribute to OracleRay/STGCN_pytorch development by creating an account on GitHub.
OracleRay / STGCN_pytorch Public forked from hazdzz/STGCN Notifications Fork 0 Star 1 Commit Permalink Update main.py Browse files main hazdzz authored Aug 30, 2024 Verified 1 parent ff0a2d4 commit 42240f2 Showing 1 changed file with 1 addition and 1 deletion. Whitespace ...
The PyTorch implementation of STGCN from the paperSpatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting. Paper https://arxiv.org/abs/1709.04875 Citation @inproceedings{10.5555/3304222.3304273, author = {Yu, Bing and Yin, Haoteng and Zhu, Zhanxing}, title =...