no code implementations • 17 Nov 2021 • Veronika Lesch, Maximilian König, Samuel Kounev, Anthony Stein, Christian Krupitzer
In the last decades, the classical Vehicle Routing Problem (VRP), i. e., assigning a set of orders to vehicles and planning their routes has been intensively researched.
1 code implementation • Springer EvoStar 2021 • Lukas Rosenbauer, Anthony Stein, David Pätzel, Jörg Hähner
With the rise of test automation, companies start to rely on large amounts of test cases.
1 code implementation • Springer EvoStar 2021 • Lukas Rosenbauer, Anthony Stein, Jörg Hähner
For software validation a transformation from manual to automated tests can be observed which enables companies to implement large numbers of test cases.
1 code implementation • IEEE Symposium Series on Computational Intelligence 2020 • Lukas Rosenbauer, Anthony Stein, Jörg Hähner
The verification of a new product is a major challenge for companies.
1 code implementation • IEEE Symposium Series on Computational Intelligence 2020 • Lukas Rosenbauer, Anthony Stein, David Pätzel, Jörg Hähner
With the rise of test automation, companies start to rely on huge numbers of tests.
1 code implementation • ECTA 2020 • Lukas Rosenbauer, Helena Stegherr, Anthony Stein, Jörg Hähner
As the MSCP turns out to appear in several real world problems, various approaches exist where evolutionary algorithms and metaheuristics are utilized in order to achieve good average case results.
1 code implementation • IJCCI 2020 • Lukas Rosenbauer, Anthony Stein, David Pätzel, Jörg Hähner
Testing is a crucial part in the development of a new product.
1 code implementation • ALIFE 2020 • Lukas Rosenbauer, Anthony Stein, Jörg Hähner
Testing is a crucial part in the development of a new product.
1 code implementation • GECCO 2020 • Lukas Rosenbauer, Anthony Stein, Jörg Hähner
Thus we show that our approaches cannot only decrease the runtime, but are also reusable for most learning classifier systems and computing systems.
1 code implementation • GECCO 2020 • Lukas Rosenbauer, Anthony Stein, Roland Maier, David Pätzel, Jörg Hähner
We are the first to apply XCS classifier systems (XCS) for this use case and reveal that XCS is not only suitable for this problem, but can also be superior to the aforementioned neural network and leads to more stable results.
no code implementations • 13 Feb 2020 • Anthony Stein, Roland Maier, Lukas Rosenbauer, Jörg Hähner
XCS constitutes the most deeply investigated classifier system today.
no code implementations • 4 Feb 2020 • Wenzel Baron Pilar von Pilchau, Anthony Stein, Jörg Hähner
An important component of many Deep Reinforcement Learning algorithms is the Experience Replay which serves as a storage mechanism or memory of made experiences.