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Center for Astrophysics Research and Technologies Seminar Series Information

 

Events Calendar

Physics, Inference, and Networks

Friday September 16, 2022
3:30 pm


 Presenter:  Cristopher Moore, Santa Fe Institute
 Series:  Physics and Astronomy Colloquium
 Abstract:  There is a deep analogy between Bayesian inference and statistical physics. When we fit a model to noisy data, we can think about the "energy landscape" of possible models, and look for phase transitions where the ground truth suddenly gets lost in this landscape -- either because of thermal equilibrium (where "heat" is noise) or because of dynamics (e.g. a metastable state trapped behind a free energy barrier). I'll use this framework to describe phase transitions in community detection in networks, where communities suddenly become hard or impossible to find. If time permits, I'll discuss related spectral algorithms, and give a hint of similar phase transitions in other inference problems.
 Host:  Michael Gold
 Location:  PAIS-1100, PAIS

Disability Notice If you need an auxiliary aid or service to attend any Department of Physics and Astronomy event, please contact the department (phone: 505 277-2616; email: physics@unm.edu) as far in advance as possible to ensure you are accommodated.