ufuncs, iterators
Matthew Knepley
knepley at mcs.anl.gov
Sat Aug 20 02:13:22 CDT 2005
Simon Burton <simon at arrowtheory.com> writes:
> Oh, that should probably read:
>
> exp( -1/2\sigma^{2} ||x1_{i} - x2_{j}||_{2}^{2})
>
> And when we vectorize this operation:
>
> ||x1_i - x2_j||^2 = ||x1_i||^2 + ||x2_i||^2 + 2*(x1_i,x2_j)
>
> and the last term is the ip matrix.
>
> It seems that this expression satisfies the linear operator
> requirement (it's invarient under linear isometries).
I am looking again, and it appears to be the normalized graph laplacian.
This is indeed a linear operator which we need to support.
Matt
> Simon.
>
>
> On Thu, 18 Aug 2005 23:12:21 -0500 (CDT)
> Barry Smith <bsmith at mcs.anl.gov> wrote:
>
>>
>> In terms of exp( -1/2\sigma^{2} ||x_{i} - x_{j}||_{2}^{2})
>> what are they?
>>
>> Thanks
>>
>> Barry
>>
>>
>> On Fri, 19 Aug 2005, Simon Burton wrote:
>>
>> > On Thu, 18 Aug 2005 22:49:29 -0500 (CDT)
>> > Barry Smith <bsmith at mcs.anl.gov> wrote:
>> >
>> > >
>> > > What is x1, x2 and ip?
>> > >
>> > > Barry
>> >
>> > x1 and x2 are 2-arrays; their rows are the 'sample' vectors.
>> > ip is the matrix of all inner products from x1 and x2.
>> >
>> > Simon.
>> >
>> >
>> >
>>
>
>
> --
> Simon Burton, B.Sc.
> Licensed PO Box 8066
> ANU Canberra 2601
> Australia
> Ph. 61 02 6249 6940
> http://arrowtheory.com
>
>
>
--
"Failure has a thousand explanations. Success doesn't need one" -- Sir Alec Guiness
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