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» Continuous Optimization of Hyper-Parameters
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IJCNN
2000
IEEE
15 years 2 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
13 years 17 days 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»
15 years 3 days 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...
94
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ALGORITHMICA
2010
110views more  ALGORITHMICA 2010»
14 years 8 months ago
Continuous Lunches Are Free Plus the Design of Optimal Optimization Algorithms
Anne Auger, Olivier Teytaud