[ugrads] Fwd: SIAM Series of Research Talks
ycao33 at hawk.iit.edu
Tue Mar 5 14:39:09 CST 2019
Just a remind. We have a talk tomorrow. See you there.
Yue Cao, PHD candidate
IIT SIAM Student Chapter President
Department of Applied Mathematics
Illinois of Institute of Technology
Office: John T. Rettaliata Engineering Center, Room 232
Email: ycao33 at hawk.iit.edu
> Begin forwarded message:
> From: Yue Cao <ycao33 at hawk.iit.edu>
> Subject: SIAM Series of Research Talks
> Date: February 28, 2019 at 1:38:02 PM GMT-6
> To: "grads at math.iit.edu" <grads at math.iit.edu>, "ugrads at math.iit.edu" <ugrads at math.iit.edu>, "fac.all at math.iit.edu" <fac.all at math.iit.edu>
> Hi, all
> Next Wednesday we will have our 2nd research talk by Prof Dixon. The talk is about the Machine Learning. We will offer lunch. See you there.
> Time: 12:50, Wednesday, 6th March
> Place: RE106
> Speaker: Matthew Dixon
> Title: Voronoi Neural Networks
> We introduce a multi-layer perceptron (MLP) which explicitly tessellates the domain with a Voronoi diagram rather than learns the partitions through optimization. The primary advantage of such a network is that is equivalent to b-spine interpolation, where the degree of the b-spline matches that of the activation functions. Under Lipschitz continuity of the target function, we present various bounds on the global approximation error as a function of the number of hidden units. Numerical experiments are presented to demonstrate the convergence properties. Finally, some important future directions are discussed, such as the effect of multiple hidden layers on the approximation error.
> Best Regards
> Yue Cao, PHD candidate
> IIT SIAM Student Chapter President
> Department of Applied Mathematics
> Illinois of Institute of Technology
> Office: John T. Rettaliata Engineering Center, Room 232
> Email: ycao33 at hawk.iit.edu <mailto:ycao33 at hawk.iit.edu>
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