643 citations
- Centre National de la Recherche ScientifiqueFR33 papers
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5 papers · 1 filter
A new Taxonomy of Continuous Global Optimization Algorithms
Jörg Stork, A. E. Eiben, Thomas Bartz-Beielstein
Surrogate-based optimization, nature-inspired metaheuristics, and hybrid combinations have become state of the art in algorithm design for solving real-world optimization problems.…
An Empirical Approach For Probing the Definiteness of Kernels
Martin Zaefferer, Thomas Bartz-Beielstein, Günter Rudolph
Models like support vector machines or Gaussian process regression often require positive semi-definite kernels. These kernels may be based on distance functions. While definitenes…
Linear Combination of Distance Measures for Surrogate Models in Genetic Programming
Martin Zaefferer, Jörg Stork, Oliver Flasch +1
Surrogate models are a well established approach to reduce the number of expensive function evaluations in continuous optimization. In the context of genetic programming, surrogate…
A First Analysis of Kernels for Kriging-based Optimization in Hierarchical Search Spaces
Martin Zaefferer, Daniel Horn
Many real-world optimization problems require significant resources for objective function evaluations. This is a challenge to evolutionary algorithms, as it limits the number of a…
Prioritizing and Scheduling Conferences for Metadata Harvesting in dblp
Mandy Neumann, Christopher Michels, Philipp Schaer +1
Maintaining literature databases and online bibliographies is a core responsibility of metadata aggregators such as digital libraries. In the process of monitoring all the availabl…