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| home | publications | book | courses | research | Revised on Sep. 08, 2008 |
| Publications & Technical Reports | |
| R154 | ||
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Evaluating the Impact of AND/OR Search on 0-1 Integer Linear Programming
Radu Marinescu and Rina Dechter |
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Abstract
AND/OR search spaces accommodate advanced algorithmic schemes for
graphical models which can exploit the structure of the model. The
paper extends and evaluates the depth-first and
best-first AND/OR search algorithms to solving 0-1 Integer
Linear Programs (0-1 ILP) within this framework. We also include a
class of dynamic variable ordering heuristics while exploring an
AND/OR search tree for 0-1 ILPs. We demonstrate the effectiveness of
these search algorithms on a variety of benchmarks, including
real-world combinatorial auctions, random uncapacitated warehouse
location problems and MAX-SAT instances.
[pdf] |