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Random matrix theory and spectral graph algorithms

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README.md

README.md

 
 

random-graphs.py

random-graphs.py

 
 

wigner.py

wigner.py

 
 

wishart.py

wishart.py

 
 

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Some work on random matrix theory and random graphs.

  • wigner.py: shows the convergence of large random matrices eigenvalues distribution to Wigner semi-circle law : also an histogram of spacings between eigenvalues of 2x2 matrices (Wigner surmise)
  • wishart.py: shows the convergence of dispersion matrices eigenvalues to the Marcenko-Pastur distribution.
  • random-graphs.py : Random graph models (Erdös-Renyi, Watts-Strogatz, Barabasi-Albert, k-regular).

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Random matrix theory and spectral graph algorithms

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random-matrix-theory barabasi-albert erdos-renyi graphs-algorithms k-regular-networks wigner-distribution marcenko-pastur

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