[Research] Auton Lab Meeting Friday at noon - NSH 1507

[Jeff Schneider]

Reminder: We're meeting now in NSH 1507.

Jeff.


On 06/07/2012 01:14 PM, Jeff Schneider wrote:
> Hi Everyone,
>
> Please come to an Auton Lab meeting tomorrow at noon in NSH 1507.  There will be
> pizza for lunch.
>
> We will have a guest speaker, Marion Neumann, who has been visiting us the past
> few weeks from Fraunhofer IAIS in Deutschland.  If we have time after her talk,
> we will also hear Roman present his ICML paper.  Marion's talk abstract is:
>
> Propagation Kernels for Partially Labeled Graphs
>
> Learning from complex data is becoming increasingly important, and graph kernels
> have recently evolved into a rapidly developing branch of learning on structured
> data. However, previously proposed kernels rely on having discrete node label
> information. Propagation kernels leverage the power of continous node label
> distributions as kernel features and hence, enhance traditional graph kernels to
> efficiently handle partially labeled graphs in a principled manner. Utilizing
> locality-sensitive hashing, propagation kernels are able to outperform
> state-of-the-art graph kernels in terms of runtime without loss in prediction
> accuracy. This work investigates the power of propagation kernels to classify
> partially labeled images and to tackle the challenging problem of retrieving
> similar object views in robotic grasping.
>
>
> Jeff.
>
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