467 citations · 4.2k across the 83 of their papers we have counts for
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Adaptive cluster expansion for the inverse Ising problem: convergence, algorithm and tests
Simona Cocco, Rémi Monasson
We present a procedure to solve the inverse Ising problem, that is to find the interactions between a set of binary variables from the measure of their equilibrium correlations. Th…
High-Dimensional Inference with the generalized Hopfield Model: Principal Component Analysis and Corrections
Simona Cocco, Remi Monasson, Vitor Sessak
We consider the problem of inferring the interactions between a set of N binary variables from the knowledge of their frequencies and pairwise correlations. The inference framework…
Fast Inference of Interactions in Assemblies of Stochastic Integrate-and-Fire Neurons from Spike Recordings
Remi Monasson, Simona Cocco
We present two Bayesian procedures to infer the interactions and external currents in an assembly of stochastic integrate-and-fire neurons from the recording of their spiking activ…
Adaptive Cluster Expansion for Inferring Boltzmann Machines with Noisy Data
Simona Cocco, Rémi Monasson
We introduce a procedure to infer the interactions among a set of binary variables, based on their sampled frequencies and pairwise correlations. The algorithm builds the clusters…