A Simple Algorithm for Scalable Monte Carlo Inference

The methods of statistical physics are widely used for modelling complex networks. Building on the recently proposed Equilibrium Expectation approach, we derive a simple and efficient algorithm for maximum likelihood estimation (MLE) of parameters of exponential family distributions - a family of st...

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Hauptverfasser:	Borisenko, Alexander, Byshkin, Maksym, Lomi, Alessandro
Format:	Artikel
Sprache:	eng
Schlagworte:	Mathematics - Mathematical Physics Physics - Mathematical Physics Statistics - Computation Statistics - Machine Learning
Online-Zugang:	Volltext bestellen
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