Multilayer network tensor factorization, for community detection, link prediction and measure layer interdependence.
New version: a new updated and efficent cpp
and python
, version can be found at the github/MPI-IS/multitensor. At this link you can find the documentation and usage example.
The codes in this repository are therefore no longer maintained, all the future new updates will be uploaded to the new repository github/MPI-IS/multitensor.
Implements the algorithm described in:
[1] De Bacco, C., Power, E. A., Larremore, D. B., & Moore, C. (2017). Community detection, link prediction, and layer interdependence in multilayer networks. Physical Review E, 95(4), 042317.
If you use this code please cite [1].
A preprint version can be found here or here.
If you are further interested in MultiTensor extensions:
MTCOV
: for incorporating node attributes
[2] Contisciani M., Power E. & De Bacco C. (2020). Community detection with node attributes in multilayer networks, Scientific Reports 10, 15736 (2020).CRep
: for incorporating reciprocity
[3] Safdari H., Contisciani M. & De Bacco C. (2020). A generative model for reciprocity and community detection in networks, arXiv:2012.08215.
Copyright (c) 2016 Caterina De Bacco.
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