Self-Organizing Criticality

This repository has methods to investigate criticality in Complex networks. The API is under active development, breaking changes may occur.

Installation

pip install complexnetwork

to install from source,

pip install git+https://github.com/Saran-nns/complexnetwork

Workflow

• Avalanche size, interval, duration
• Power laws (Zipf's law) for avalanche size, interval, duration
• Exponent Estimate and Uncertainty
• Ising Model - One and Two point function correlation and covariance
• Plotters
• Scaling function
• Exponent Relationships - Avalanche Lifetime Exponent, Size distribution exponent, Height rescaling Exponent
• Branching Process - Branching Ratio
• Different Phase Transitions
• Information transfer - Mutual Information, Transfer Entropy , Partial Information Decomposition, Active information storage, Memory capacity
• PyPi package
• AutoDoc
• References