On the size of weights in randomized search heuristics [PDF]
Runtime analyses of randomized search heuristics for combinatorial optimization problems often depend on the size of the largest weight. We consider replacing the given set of weights with smaller weights such that the behavior of the randomized search ...
Skutella, Martin, Reichel, Joachim
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Parameterized Complexity Analysis of Randomized Search Heuristics [PDF]
This chapter compiles a number of results that apply the theory of parameterized algorithmics to the running-time analysis of randomized search heuristics such as evolutionary algorithms.
Andrew M. Sutton +3 more
core +4 more sources
On the Optimization of Monotone Polynomials by Simple Randomized Search Heuristics [PDF]
Randomized search heuristics like evolutionary algorithms and simulated annealing find many applications, especially in situations where no full information on the problem instance is available.
Ingo Wegener +3 more
core +4 more sources
Random combinatorial structures and randomized search heuristics [PDF]
This thesis is concerned with the probabilistic analysis of random combinatorial structures and the runtime analysis of randomized search heuristics. On the subject of random structures, we investigate two classes of combinatorial objects.
Johannsen, Daniel, Johannsen, D.
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Theory of Randomized Search Heuristics in Combinatorial Optimization [PDF]
The rigorous mathematical analysis of randomized search heuristics(RSHs) with respect to their expected runtime is a growing research area where many results have been obtained in recent years. This class of heuristics includes well-known approaches such
Witt, Carsten, Carsten Witt
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Combinatorial optimization and the analysis of randomized search heuristics [PDF]
Randomized search heuristics have widely been applied to complex engineering problems as well as to problems from combinatorial optimization. We investigate the runtime behavior of randomized search heuristics and present runtime bounds for these ...
Neumann, Frank
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Runtime analysis of randomized search heuristics for dynamic graph coloring [PDF]
We contribute to the theoretical understanding of randomized search heuristics for dynamic problems. We consider the classical graph coloring problem and investigate the dynamic setting where edges are added to the current graph.
Jakob Bossek +7 more
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Expected Fitness Gains of Randomized Search Heuristics for the Traveling Salesperson Problem. [PDF]
Randomized search heuristics are frequently applied to NP-hard combinatorial optimization problems. The runtime analysis of randomized search heuristics has contributed tremendously to their theoretical understanding.
Nallaperuma, S. +2 more
core +6 more sources
how randomized search heuristics find maximum cliques in planar graphs [PDF]
Surprisingly, general search heuristics often solve combinatorial problems quite sufficiently, although they do not outperform specialized algorithms. Here, the behavior of simple randomized optimizers on the maximum clique problem on planar graphs is ...
Tobias Storch, Storch, Tobias
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An Extended Jump Functions Benchmark for the Analysis of Randomized Search Heuristics
Jump functions are the {most-studied} non-unimodal benchmark in the theory of randomized search heuristics, in particular, evolutionary algorithms (EAs). They have significantly improved our understanding of how EAs escape from local optima.
Bultel, Antoine +2 more
core +6 more sources

