Inferring the dynamics of ionic currents from recursive piecewise data assimilation of approximate neuron models

Stephen A. Wells, Joseph D. Taylor, Paul G. Morris +1

We construct neuron models from data by transferring information from an observed time series to the state variables and parameters of Hodgkin-Huxley models. When the learning peri…