298 search results - page 36 / 60 » Approximate Inference and Constrained Optimization |
113
Voted
AUSAI
2004
Springer
15 years 9 months ago
2004
Springer
We describe an Ant Colony Optimization (ACO) algorithm, ANT-MPE, for the most probable explanation problem in Bayesian network inference. After tuning its parameters settings, we c...
149
Voted
CEC
2009
IEEE
15 years 10 months ago
2009
IEEE
—Multi-objective optimization is an essential and challenging topic in the domains of engineering and computation because real-world problems usually include several conflicting...
158
Voted
TSP
2012
13 years 11 months ago
2012
Abstract—We consider a robust downlink beamforming optimization problem for secondary multicast transmission in a multiple-input multiple-output (MIMO) spectrum sharing cognitive...
175
Voted
JMLR
2012
13 years 6 months ago
2012
Graph partitioning algorithms play a central role in data analysis and machine learning. Most useful graph partitioning criteria correspond to optimizing a ratio between the cut a...
126
Voted
NIPS
2007
15 years 5 months ago
2007
We give a new class of outer bounds on the marginal polytope, and propose a cutting-plane algorithm for efficiently optimizing over these constraints. When combined with a concav...