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When are microcircuits well-modeled by maximum entropy methods?

When are microcircuits well-modeled by maximum entropy methods?

Recent experiments in retina and cortex have demonstrated that pairwise maximum entropy (PME) methods can approximate observed spiking patterns to a high degree of accuracy [1,2].In this paper we examine the relationship between network architecture, statistics of transmitted signals, and the order of correlation needed to explain network output in …