[Lisa_teatalk] [Lisa_labo] Tea Talk 13 July Friday @13.00 Z-209 by Dustin Webb

Dustin Webb u0625930 at utah.edu
Mon Jul 14 15:12:13 EDT 2014


I don't expect the talk to be more than say 20 minutes as I only intend to
give an overview of the paper. Any additional time would come from whatever
discussion arises.


On Mon, Jul 14, 2014 at 2:09 PM, Yoshua Bengio <yoshua.bengio at gmail.com>
wrote:

> It's Nicolas Boulanger's PhD defense at 2pm. Make sure the tea talk is
> short.
>
> Yoshua
> On Jul 14, 2014 1:51 PM, "Kyung Hyun Cho" <cho.k.hyun at gmail.com> wrote:
>
>> Dear all,
>>
>> This Friday at 13.00, Dustin will give a tea talk about building a
>> deep/multilayer kernel based on the paper <Kernel Methods for Deep
>> Learning> by Youngmin Cho and Lawrence K. Saul presented earlier at NIPS
>> 2009.
>>
>> Note that the place is not the usual lecture hall in the same building,
>> but is Z-209 in the neighbouring building (Pavillon Claire-McNicoll).
>>
>> Hope to see many of you on Friday!
>> - Cho
>>
>> ====
>>
>> - Speaker: Dustin Webb (University of Utah)
>> - Date and Time: 13 July 2014 @13.00
>> - Place: Z-209
>> - Abstract:
>>
>> We introduce a new family of positive-definite kernel functions that mimic
>> the
>> computation in large, multilayer neural nets. These kernel functions can
>> be used
>> in shallow architectures, such as support vector machines (SVMs), or in
>> deep
>> kernel-based architectures that we call multilayer kernel machines
>> (MKMs). We
>> evaluate SVMs and MKMs with these kernel functions on problems designed to
>> illustrate the advantages of deep architectures. On several problems, we
>> obtain
>> better results than previous, leading benchmarks from both SVMs with
>> Gaussian
>> kernels as well as deep belief nets.
>>
>> http://cseweb.ucsd.edu/~saul/papers/nips09_kernel.pdf
>>
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>>
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>


-- 
Dustin Webb <http://www.cs.utah.edu/~dustin>
Algorithmic Robotics Lab <http://arl.cs.utah.edu/>
Laboratoire d'Informatique des Systemes Adaptatifs
<http://lisa.iro.umontreal.ca/>
Defining Intelligence <http://daemonmaker.blogspot.com>
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