Using the Multiple Run Fitter, praxis, etc..
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There is a model fitter package called Neurofitter http://sourceforge.net/projects/neurofitter . It uses phase-plane graphs and can utilize sophisticated algorithms for parameter fitting. Have you used it? What is your opinion about it? Can you suggest other resources/software for finetuning model parameters based on experimental recordings?