Work

Information Processing and Energy Dissipation in Neurons

Year: 2012
Type: dissertation
Abstract: We investigate the relationship between thermodynamic and information theoretic inefficiencies in an individual neuron model, the adaptive exponential integrate-and-fire neuron. Recent work has revealed that minimization of energy dissipation is tightly related to optimal information processing, in the sense that a system has to compute a maximally predictive model. In this thesis we justify the extension of these results to the neuron and quantify the neuron’s thermodynamic and information processing inefficiencies.
Language: English
Open Access status: green
OpenAlex ID: W2289967876
Cites: 81
Cited by: 1
Related to: 10