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The hierarchical Bayesian optimization algorithm (hBOA) can solve nearly decomposable and hierarchical problems of bounded difficulty in a robust and scalable manner by building and sampling probabilistic models of promising solutions. This paper analyzes probabilistic models in hBOA on two common test problems: concatenated traps and 2D Ising spin glasses with periodic boundary conditions. We argue that although Bayesian networks with local structures can encode complex probability distributions, analyzing these models in hBOA is relatively straightforward and the results of such analyses may provide practitioners with useful information about their problems. The results show that the probabilistic models in hBOA closely correspond to the structure of the underlying optimization problem, the models do not change significantly in subsequent iterations of BOA, and creating adequate probabilistic models by hand is not straightforward even with complete knowledge of the optimization problem.
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
kknsastry
- Was ist ein Weblog? - Was ist Verwaltung.modern@Kehl - Social Software in Kommunen - Bürgercommunities - Web 2.0
Verwaltung.Modern@Kehl
Verwaltung.Modern@Kehl
thetacker
Social Software and the Day School Librarian
Social Software and the Day School Librarian
wasagooze
Reunion con Ruben R. (Vicepresidente C.PS.)
Reunion con Ruben R. (Vicepresidente C.PS.)
ajrrul
Esta apresentação retrata a trajetória da SILVIO BOLSAS, uma empresa líder de mercado em seu segmento, a qual está sempre voltada para a invovação e a satisfação de seus clientes.
Silvio Bolsas ApresentaçãO
Silvio Bolsas ApresentaçãO
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Bb7 Sneak Peek
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Britt Watwood
JavaScript Libraries: The Big Picture
JavaScript Libraries: The Big Picture
Simon Willison
This session is an introduction to the weird side of JavaScript, and it definitely has a weird side! .NET developers will find a lot of intriguing "features" when they begin to write code in the world's most widely used language. Join us to learn about all the gotchas to watch out for and discover some of the great functionality that JavaScript has to offer…
Javascript omg!
Javascript omg!
bwullems
Recommandé
The hierarchical Bayesian optimization algorithm (hBOA) can solve nearly decomposable and hierarchical problems of bounded difficulty in a robust and scalable manner by building and sampling probabilistic models of promising solutions. This paper analyzes probabilistic models in hBOA on two common test problems: concatenated traps and 2D Ising spin glasses with periodic boundary conditions. We argue that although Bayesian networks with local structures can encode complex probability distributions, analyzing these models in hBOA is relatively straightforward and the results of such analyses may provide practitioners with useful information about their problems. The results show that the probabilistic models in hBOA closely correspond to the structure of the underlying optimization problem, the models do not change significantly in subsequent iterations of BOA, and creating adequate probabilistic models by hand is not straightforward even with complete knowledge of the optimization problem.
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
kknsastry
- Was ist ein Weblog? - Was ist Verwaltung.modern@Kehl - Social Software in Kommunen - Bürgercommunities - Web 2.0
Verwaltung.Modern@Kehl
Verwaltung.Modern@Kehl
thetacker
Social Software and the Day School Librarian
Social Software and the Day School Librarian
wasagooze
Reunion con Ruben R. (Vicepresidente C.PS.)
Reunion con Ruben R. (Vicepresidente C.PS.)
ajrrul
Esta apresentação retrata a trajetória da SILVIO BOLSAS, uma empresa líder de mercado em seu segmento, a qual está sempre voltada para a invovação e a satisfação de seus clientes.
Silvio Bolsas ApresentaçãO
Silvio Bolsas ApresentaçãO
fabricaconsultoria
Overview of Bb 7 changes
Bb7 Sneak Peek
Bb7 Sneak Peek
Britt Watwood
JavaScript Libraries: The Big Picture
JavaScript Libraries: The Big Picture
Simon Willison
This session is an introduction to the weird side of JavaScript, and it definitely has a weird side! .NET developers will find a lot of intriguing "features" when they begin to write code in the world's most widely used language. Join us to learn about all the gotchas to watch out for and discover some of the great functionality that JavaScript has to offer…
Javascript omg!
Javascript omg!
bwullems
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