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Statistical models for describing the probability distribution over the states of biological systems are commonly used for dimensional reduction. Among these models, pairwise models are very attractive in part because they can be fit using a reasonable amount of data: knowledge of the mean values and correlations between pairs of elements in the system is sufficient. Not surprisingly, then, using pairwise models for studying neural data has been the focus of many studies in recent years. In this paper, we describe how tools from statistical physics can be employed for studying and using pairwise models. We build on our previous work on the subject and study the relation between different methods for fitting these models and evaluating their quality. In particular, using data from simulated cortical networks we study how the quality of various approximate methods for inferring the parameters in a pairwise model depends on the time bin chosen for binning the data. We also study the effect of the size of the time bin on the model quality itself, again using simulated data. We show that using finer time bins increases the quality of the pairwise model. We offer new ways of deriving the expressions reported in our previous work for assessing the quality of pairwise models. Statistical physics of pairwise probability models ... Statistical models for describing the probability distribution over the states of biological systems are commonly used for dimensional reduction. Statistical physics of pairwise probability models - Frontiers Statistical physics of pairwise probability models ... Statistical physics of pairwise probability models. Front. Comput. Neurosci. 3:22. doi: ... Statistical Physics of Pairwise Probability Models / AvaxHome Statistical Physics of Pairwise Probability Models by Various AuthorsEnglish ... Statistical Physics of Pairwise Probability Models by Various Authors English May ... [0905.1410] Statistical physics of pairwise probability models ... Statistical physics of pairwise probability models. Authors ... we describe how tools from statistical physics can be employed for studying and ... Statistical Physics of Pairwise Probability Models ... Statistical physics of pairwise probability models. (PMID:19949460 PMCID:PMC2783442) Full Text Citations ... Statistical Physics of Pairwise Probability Models. CiteSeerX Statistical physics of pairwise probability models Statistical physics of pairwise probability models . Cached. ... Statistical physics of pairwise probability ... we describe how tools from statistical physics can ... Statistical Physics of Pairwise Probability Models (PDF ... Statistical models for describing the probability distribution over the states of biological systems are commonly used for dimensional reduction. Statistical physics of pairwise probability models Statistical physics of pairwise probability models Yasser Roudi 1* Erik Aurell 23 and John A. Hertz 14 ... Roudi et al. Statistical physics of pairwise probability ...
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