/Seq2Graph-1

Primary LanguageJupyter Notebook

'Multivariate Time Series Representation on a Causality Graphs'

Notebooks 'graph_inference_springs10.ipynb' and 'graph_inference_cmapss_001.ipynb' contain the inference of the causal graph with group-lasso penalized learning for respectively dataset 'springs10' and 'cmapss_001'. Notebooks 'Seq2Graph_springs.ipynb' and 'Seq2Graph_cmapss.ipynb' contain the Seq2Graph learning for respectively dataset 'springs10' and 'cmapss_001'.

The data can be found here. The file 'data' can simply be pasted in the file 'Seq2Graph'.

The project requires

  • Pytorch > 0.4
  • Python > 3