Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: From a functional viewpoint, a spiking neuron is a device that transforms input spike trains on its various synapses into an output spike train on its axon.  demonstrate in this paper that the function mapping underlying the device can be tractably learned based on input and output spike train data alone.  begin by posing the problem in a classification based framework.  then derive a novel kernel for an SRM0 model that is based on PSP and AHP like functions. With the kernel  demonstrate how the learning problem can be posed as a Quadratic Program. Experimental results demonstrate the strength of our approach.
['Nicholas Fisher', 'Arunava Banerjee']
I am writing a research paper on a idea A Novel Kernel for Learning a Neuron Model from Spike Train Data
[{"from": "human", "value": "I am writing a research paper on a idea A Novel Kernel for Learning a Neuron Model from Spike Train Data"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: From a functional viewpoint, a spiking neuron is a device that transforms input spike trains on its various synapses into an output spike train on its axon.  demonstrate in this paper that the function mapping underlying the device can be tractably learned based on input and output spike train data alone.  begin by posing the problem in a classification based framework.  then derive a novel kernel for an SRM0 model that is based on PSP and AHP like functions. With the kernel  demonstrate how the learning problem can be posed as a Quadratic Program. Experimental results demonstrate the strength of our approach."}]