ninn-kou / layerplexrank

Codes and experiments for the paper "LayerPlexRank: Exploring Node Centrality and Layer Influence through Algebraic Connectivity in Multiplex Networks".

LayerPlexRank

@misc{ren2024layerplexrank,
  title={LayerPlexRank: Exploring Node Centrality and Layer Influence through Algebraic Connectivity in Multiplex Networks}, 
  author={Hao Ren and Jiaojiao Jiang},
  year={2024},
  eprint={2405.05576},
  archivePrefix={arXiv},
  primaryClass={cs.SI}
}

Files

• Codes
  • LayerPlexRank.py: Main algorithms and their helper functions.
  • ExperimentHelpers.py: Drawing figures of experiments. Modify this file to customize figure settings.
  • DataSplitLOOCV.py: A Python script to generate sub-datasets used in LOOCV experiments.
• Jupyter Notebooks
  • LayerPlexRank - EUAir Experiments.ipynb: Main experiments. Read this document for experiment details.
  • LayerPlexRank - Other Experiments (Plotting Figures).ipynb: Notebook for experiments on other three datasets.
• Datasets
  • Collect from https://manliodedomenico.com/data.php.
    • EUAir
    • C.Elegans
    • CSAarhus
    • Candida