Recent advances in fitness landscape analysis

G Ochoa, K Malan - Proceedings of the genetic and evolutionary …, 2019 - dl.acm.org
❖ Gabriela Ochoa is a Professor in Computing Science at the University of Stirling, Scotland.
She holds a PhD from the University of Sussex, UK. Her research interests include …

Map** the global structure of TSP fitness landscapes

G Ochoa, N Veerapen - Journal of Heuristics, 2018 - Springer
The global structure of combinatorial landscapes is not fully understood, yet it is known to
impact the performance of heuristic search methods. We use a so-called local optima …

Understanding phase transitions with local optima networks: number partitioning as a case study

G Ochoa, N Veerapen, F Daolio… - European Conference on …, 2017 - Springer
Phase transitions play an important role in understanding search difficulty in combinatorial
optimisation. However, previous attempts have not revealed a clear link between fitness …

Local optima networks for continuous fitness landscapes

J Adair, G Ochoa, KM Malan - Proceedings of the Genetic and …, 2019 - dl.acm.org
Local Optima Networks (LONs) have been proposed as a coarsegrained model of discrete
(combinatorial) fitness landscapes, where nodes are local optima and edges are search …

Perturbation strength and the global structure of QAP fitness landscapes

G Ochoa, S Herrmann - Parallel Problem Solving from Nature–PPSN XV …, 2018 - Springer
We study the effect of increasing the perturbation strength on the global structure of QAP
fitness landscapes induced by Iterated Local Search (ILS). The global structure is captured …

Multi-objective NK landscapes with heterogeneous objectives

R Cosson, R Santana, B Derbel… - Proceedings of the Genetic …, 2022 - dl.acm.org
So far, multi-objective NK landscapes have been investigated under the assumption of a
homogeneous nature of the involved objectives in terms of difficulty. However, we argue that …

Comparing communities of optima with funnels in combinatorial fitness landscapes

SL Thomson, F Daolio, G Ochoa - Proceedings of the Genetic and …, 2017 - dl.acm.org
The existence of sub-optimal funnels in combinatorial fitness landscapes has been linked to
search difficulty. The exact nature of these structures---and how commonly they appear---is …

Inferring future landscapes: sampling the local optima level

SL Thomson, G Ochoa, S Verel… - Evolutionary …, 2020 - ieeexplore.ieee.org
Connection patterns among Local Optima Networks (LONs) can inform heuristic design for
optimisation. LON research has predominantly required complete enumeration of a fitness …

GPU accelerated genetic algorithm with sequence-based clustering for ordered problems

R Ohira, MS Islam - 2020 IEEE Congress on Evolutionary …, 2020 - ieeexplore.ieee.org
The island model allows genetic algorithms to effectively maintain diversity through
migration between multiple independent populations. Due to its flexibility and modularity, it …

Randomness in local optima network sampling

SL Thomson, N Veerapen, G Ochoa… - Proceedings of the …, 2023 - dl.acm.org
We consider statistical randomness in the construction of local optima networks (LONs) and
conduct a preliminary and exploratory study into this. LONs capture a fitness landscape into …