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» Continuous Optimization of Hyper-Parameters
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IJCNN
2000
IEEE
15 years 1 months ago
Continuous Optimization of Hyper-Parameters
Many machine learning algorithms can be formulated as the minimization of a training criterion which involves (1) \training errors" on each training example and (2) some hype...
Yoshua Bengio
JMLR
2012
12 years 12 months ago
Random Search for Hyper-Parameter Optimization
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
James Bergstra, Yoshua Bengio
GECCO
2010
Springer
186views Optimization» more  GECCO 2010»
14 years 11 months ago
New challenges for memetic algorithms on continuous multi-objective problems
Adriana Lara, Oliver Schütze, Carlos A. Coell...
SOCO
2012
Springer
13 years 5 months ago
Variable mesh optimization for continuous optimization problems
Abstract Population-based meta-heuristics are algorithms that can obtain very good results for complex continuous optimization problems in a reduced amount of time. These search al...
Amilkar Puris, Rafael Bello, Daniel Molina, Franci...
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ALGORITHMICA
2010
110views more  ALGORITHMICA 2010»
14 years 7 months ago
Continuous Lunches Are Free Plus the Design of Optimal Optimization Algorithms
Anne Auger, Olivier Teytaud