ACT Seminar: Nayantara Bhatnagar Georgia Tech Randomly Generating Bipartite Graphs with a Prescribed Degree Sequence in TAY 3.128
Speaker Name: N
ayantara Bhatnagar
Speaker Affiliation: Georgia Tech
Date:
October 17 2005
Start Time: 1:00p.m.
Location: TAY 3.128 -
East wall (chalkboard)
Host: Adam Klivans
Talk Title: Rand
omly Generating Bipartite Graphs with a Prescribed Degree Sequence
T
alk Abstract:
We present an algorithm to generate a random labeled bipar
tite
graph with a given degree sequence. Previously the only algorithm
known for this problem was via reduction to approximating the permanent
which causes a quadratic increase in the size of the instance. We prove a
combinatorial lemma that allows us to bypass this reduction and define a s
imulated annealing algorithm.
Simulated annealing is a heuristic use
d in combinatorial optimization
where the algorithm is started at a high
temperature where
it is easy to obtain an optimal instance. The temper
ature is then
slowly cooled until we obtain the desired optimum at low
temperature. Our annealing algorithm is inspired by the annealing scheme us
ed by Jerrum Sinclair and Vigoda for computing the permanent. Our approach
can be generalized to generating subgraphs with a prescribed degree sequen
ce of a given bipartite graph and
this includes the permanent as a spec
ial case.
This is joint work with Ivona Bezakova and Eric Vigoda.
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