Mathematical modeling | Nonlinear systems | Dynamical systems

Compartmental neuron models

Compartmental modelling of dendrites deals with multi-compartment modelling of the dendrites, to make the understanding of the electrical behavior of complex dendrites easier. Basically, compartmental modelling of dendrites is a very helpful tool to develop new biological neuron models. Dendrites are very important because they occupy the most membrane area in many of the neurons and give the neuron an ability to connect to thousands of other cells. Originally the dendrites were thought to have constant conductance and current but now it has been understood that they may have active Voltage-gated ion channels, which influences the firing properties of the neuron and also the response of neuron to synaptic inputs. Many mathematical models have been developed to understand the electric behavior of the dendrites. Dendrites tend to be very branchy and complex, so the compartmental approach to understand the electrical behavior of the dendrites makes it very useful. (Wikipedia).

Compartmental neuron models
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From playlist Machine Learning

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From playlist Neural Networks for Machine Learning by Professor Geoffrey Hinton [Complete]

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From playlist Biology

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From playlist Science Bulletins

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From playlist Lecture Collection | Human Behavioral Biology

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Big O notation | Connectionism | Poincaré map | Differential equation | Sigmoid function | Neural network | Computational model | Dynamical system | Linear stability | Multi-compartment model | Analysis | Mathematical model | Neural coding | Artificial neural network