A Kronecker-factored approximate Fisher matrix for convolution layers
Approximate Asymptotic Solutions to the d-dimensional Fisher Equation S.PURI, K.R.ELDER, C.DESAI.
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Transcript of Approximate Asymptotic Solutions to the d-dimensional Fisher Equation S.PURI, K.R.ELDER, C.DESAI.
Nonlinear reaction-diffusion equation
(1)
We will confine ourselves to the physically interesting
case.
Consider the Fourier transform of (1).
We can write the expansion for as
(3)
We will make 4 approximations.
☆Approximation 1
We can rewrite (3) as
(4)
where
☆Approximation 2 In (5), the dominant term is the one with the largest
The largest is for
Under this approximation, we have
☆Approximation 3 In (6), we need the point where the exponential term is maximum.
This maxima arises for
Thus, we can further approximate as
☆Approximation 4 In (7), we will consider only the modes. (It is necessary so as to put the solution into a summable form.)
Under this approximation, we have
and from (4)
(8)
An interesting condition is one in which we have a populated site in a background of zero population:
: “seed amplitude”
: the location of the initial seed