Analysis of evolutionary diversity optimization for permutation problems

A Do, M Guo, A Neumann, F Neumann - ACM Transactions on …, 2022 - dl.acm.org
Generating diverse populations of high-quality solutions has gained interest as a promising
extension to the traditional optimization tasks. This work contributes to this line of research …

On the Use of Quality Diversity Algorithms for the Travelling Thief Problem

A Nikfarjam, A Neumann, F Neumann - ACM Transactions on …, 2024 - dl.acm.org
In real-world optimisation, it is common to face several sub-problems interacting and forming
the main problem. There is an inter-dependency between the sub-problems, making it …

Evolutionary diversity optimisation for sparse directed communication networks

S Gounder, F Neumann, A Neumann - Proceedings of the Genetic and …, 2024 - dl.acm.org
This study proposes Evolutionary Diversity Optimisation (EDO) to Lower the Probability of
Detection (LPD) in directed wireless networks. LPD communication aims to communicate …

Evolutionary diversity optimisation for the traveling thief problem

A Nikfarjam, A Neumann, F Neumann - Proceedings of the Genetic and …, 2022 - dl.acm.org
There has been a growing interest in the evolutionary computation community to compute a
diverse set of high-quality solutions for a given optimisation problem. This can provide the …

Coevolutionary Pareto diversity optimization

A Neumann, D Antipov, F Neumann - Proceedings of the Genetic and …, 2022 - dl.acm.org
Computing diverse sets of high quality solutions for a given optimization problem has
become an important topic in recent years. In this paper, we introduce a coevolutionary …

Exploring the feature space of TSP instances using quality diversity

J Bossek, F Neumann - Proceedings of the Genetic and Evolutionary …, 2022 - dl.acm.org
Generating instances of different properties is key to algorithm selection methods that
differentiate between the performance of different solvers for a given combinatorial …

Analysis of quality diversity algorithms for the knapsack problem

A Nikfarjam, A Viet Do, F Neumann - International Conference on Parallel …, 2022 - Springer
Quality diversity (QD) algorithms have been shown to be very successful when dealing with
problems in areas such as robotics, games and combinatorial optimization. They aim to …

Quality Diversity Approaches for Time-Use Optimisation to Improve Health Outcomes

A Nikfarjam, T Stanford, A Neumann… - Proceedings of the …, 2024 - dl.acm.org
How people spend their finite time budget of 24 hours on daily activities is linked to their
wellbeing. Yet, how to best allocate time to optimise multi-dimensional wellbeing (physical …

A Detailed Experimental Analysis of Evolutionary Diversity Optimization for OneMinMax

D Antipov, A Neumann, F Neumann - Proceedings of the Genetic and …, 2024 - dl.acm.org
Real-world optimization problems often require finding not only one good solution, but a
diverse set of good solutions. Evolutionary algorithms (EAs) have been shown to suit well for …

Evolutionary Multi-objective Diversity Optimization

AV Do, M Guo, A Neumann, F Neumann - International Conference on …, 2024 - Springer
Creating diverse sets of high-quality solutions has become an important problem in recent
years. Previous works on diverse solutions problems consider solutions' objective quality …