2026-07-072026-07-07http://salesiana.dossiersoluciones.com/handle/123456789/18871We study the capacity with which a system of independent neuron-like units represents a given set of stimuli. We assume that each neuron provides a fixed amount of information, and that the information provided by different neurons has a random overlap. We derive analytically the dependence of the mutual information between the set of stimuli and the neural responses on the number of units sampled. For a large set of stimuli, the mutual information rises linearly with the number of neurons, and later saturates exponentially at its maximum value.13 pages, 5 figures, Network: Computation in Neural Systems, vol 12 (1) 21 - 31 (2000)Disordered Systems and Neural NetworksNeurons and Cognitiontext