Bartlett, P. L., Long, P. M., and Williamson, R. C. (1994). Home/Search Document Not in Database Summary Related Articles |
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VC Dimension of an Integrate-and-Fire Neuron Model - Zador (1996) (10 citations) (Correct)
....the random variable z, is the weighted sum of N iid gaussian variables, so it is also a gaussian, with variance oe 2 z ; the second term is just V in the noise free case. So how does this effect the VC dimension Noise in this sense does not fall into the classical VC framework (although Bartlett, Long, and Williamson (1994) extend the framework towards situations of this sort. Nevertheless, the effect is clear: there is some probability Pm of misclassifying each input. This probability depends on V and on z: it is the probability that sgn( V z) 6= sgn( V ) If both z and V are 0 mean, then this is ....
Bartlett, P. L., Long, P. M., and Williamson, R. C. (1994).
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