magikaaarp/npso_model

MATLAB code for the nonuniform PSO (nPSO) model

Nonuniform PSO (nPSO) model

Reference

A. Muscoloni, and C.V. Cannistraci, "A nonuniform popularity-similarity optimization (nPSO) model to efficiently generate realistic complex networks with communities", New Journal of Physics, 2018.
https://doi.org/10.1088/1367-2630/aac06f

Files description

• nPSO_model.m
  Implementation of the Popularity-Similarity-Optimization generative model with nonuniform (nPSO) or uniform (PSO) distribution of angular coordinates.

• create_mixture_gaussian_gamma_pdf.m
  Generation of Gaussian and Gamma mixture distribution with C components, as described in the Supplementary Information of the reference.

• example_usage.m
  Example usage of the previous functions, the script generates and plots four examples:

  • nPSO model with 4 communities and default Gaussian mixture distribution
  • nPSO model with 4 communities and custom Gaussian mixture distribution
  • nPSO model with 8 communities and custom mixture distribution (Gaussian and Gamma mixture distribution)
  • PSO model

Contact

For any problem, please contact:

• Alessandro Muscoloni: [email protected]
• Carlo Vittorio Cannistraci: [email protected]