[Colloquium] TTIC Talk: Grant Schoenebeck, UC Berkeley
Julia MacGlashan
macglashan at tti-c.org
Tue Feb 9 09:46:15 CST 2010
*REMINDER*
When: *Wednesday, Feb 10 @ 11:00am*
Where: * TTI-C Conference Room #526*, 6045 S Kenwood Ave
Who: * **Grant Schoenebeck*, UC Berkeley
Title: * **Understanding the Limitations of Linear and
Semidefinite Programming*
Linear and Semidefinite programs provide the best approximation algorithms
for many NP-hard combinatorial optimization problems. This talk will
introduce recent techniques to give unconditional lower bounds for
algorithms based on Linear and Semidefinite programs (LPs and SDPs,
respectively). In particular, I will define and give background about LP
and SDP hierarchies, which include a large class of SDPs and LPs including
the most famous SDP algorithms (which occur very low in the hierarchy). I
will then sketch two lower bounds for these hierarchies. The first result
shows that a large class of linear programs (generated by the
Lovasz-Schrijver hierarchy) requires exponential time to approximate Vertex
Cover to better than a factor of 2-epsilon. The second result shows that a
large class of semidefinite programs (generated by the Lasserre hierarchy)
requires exponential time to refute a random 3-XOR instance (even though
such an instance is very far from satisfiable). As a corollary, the same
class requires exponential time to approximate Vertex Cover to better than
a factor of 7/6-epsilon. This result is the first construction of a
Lasserre integrality gap, and simplifies, strengthens, and helps to explain
several previous results.
Host: Julia Chuzhoy, cjulia at ttic.edu*
*
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