activity
20172026
most citedmlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions

136 citations · 418 across the 27 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

cs.NE2021★ 11 cited

Computing Diverse Sets of High Quality TSP Tours by EAX-Based Evolutionary Diversity Optimisation

Adel Nikfarjam, Jakob Bossek, Aneta Neumann +1

Evolutionary algorithms based on edge assembly crossover (EAX) constitute some of the best performing incomplete solvers for the well-known traveling salesperson problem (TSP). Oft…

cs.DS2021

Exact Counting and Sampling of Optima for the Knapsack Problem

Jakob Bossek, Aneta Neumann, Frank Neumann

Computing sets of high quality solutions has gained increasing interest in recent years. In this paper, we investigate how to obtain sets of optimal solutions for the classical kna…

cs.NE2021

Time Complexity Analysis of Randomized Search Heuristics for the Dynamic Graph Coloring Problem

Jakob Bossek, Frank Neumann, Pan Peng +1

We contribute to the theoretical understanding of randomized search heuristics for dynamic problems. We consider the classical vertex coloring problem on graphs and investigate the…

cs.NE2021★ 4 cited

Generating Instances with Performance Differences for More Than Just Two Algorithms

Jakob Bossek, Markus Wagner

In recent years, Evolutionary Algorithms (EAs) have frequently been adopted to evolve instances for optimization problems that pose difficulties for one algorithm while being rathe…

cs.NE2021★ 25 cited

Entropy-Based Evolutionary Diversity Optimisation for the Traveling Salesperson Problem

Adel Nikfarjam, Jakob Bossek, Aneta Neumann +1

Computing diverse sets of high-quality solutions has gained increasing attention among the evolutionary computation community in recent years. It allows practitioners to choose fro…

cs.NE2021★ 17 cited

Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms

Jakob Bossek, Aneta Neumann, Frank Neumann

In practise, it is often desirable to provide the decision-maker with a rich set of diverse solutions of decent quality instead of just a single solution. In this paper we study ev…