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Point Estimation in StatisticsCovers the concept of point estimation in statistics, focusing on methods to estimate unknown parameters from a given sample.
Belief Propagation on TreesExplores Belief Propagation on trees, discussing cavity marginals, message passing algorithms, and the computation of free entropy.
Cavity and variational methodsExplores the cavity method for the run-fill Ising model and the variational method for approximating the Boltzmann distribution.
Curie Weiss ModelCovers the Curie-Weiss model in Statistical Physics, including magnetization probability, free entropy, and the cavity method.
Bethe Free EntropyCovers the computation of Bethe free entropy and the interpretation of messages between variables and factors.