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Lei Deng et al. "Graph-Tensor Neural Networks for Network Traffic Data Imputation," IEEE/ACM Transactions on Networking, 2023.
generating_data.m: Abilene dataset (with size 168*12*24*144) contains traffic data within 168 days. We use data within 140 days (with size 140*12*24*144) for training and the rest for testing (with size 28*12*24*144).
Train.py: Main function
Abilene_288_168_144_single.mat: Original dataset.
Require:
h5py 3.2.1
tensorflow-gpu 1.14.0
tensorflow-estimator 1.14.0
numpy 1.21.0
scipy 1.2.0
If you find this repository, e.g., the code and the datasets, useful in your research, please cite the paper.