UTCS Colloquium/AI: Ben Taskar/University of Pennsylvania Structured Prediction ACES 2.402 Friday November 30 2007 11:00 a.m.
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Event:
UTCS Colloquium/AI
Speaker/Affiliation: Ben Taskar/Universi
ty of Pennsylvania
Date/Time: Friday November 30 2007 11
:00 a.m.
Location: ACES 2.402
Host: Ray Mooney<
br>
Talk Title: Structured Prediction
Talk Abstract:
Struct
ured prediction is a framework for solving problems of
classification or
regression in which the output variables are
mutually dependent or cons
trained. These dependencies and
constraints reflect sequential spatial
or combinatorial structure
in the problem domain and capturing such in
teractions is often
as important as capturing input-output dependencies
. Many such
problems including natural language parsing machine trans
lation
object segmentation gene prediction protein alignment and num
erous
other tasks in computational linguistics speech vision biology
are not
new. However recent advances have brought about a unified vie
w
efficient methodology and more importantly significant accuracy
improvements for both classical and novel problems. I will outline the
f
undamental computational and statistical methods and challenges in
struc
tured prediction.
Speaker Bio:
Ben Taskar is Assistant Profes
sor at the University of Pennsylvania.
His primary research interests a
re machine learning and applications
to computational linguistics comp
uter vision and computational biology.
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