Zobrazeno 1 - 10
of 75
pro vyhledávání: '"Galván, Edgar"'
Autor:
Stapleton, Fergal, Galván, Edgar
Evolutionary Algorithms (EAs) play a crucial role in the architectural configuration and training of Artificial Deep Neural Networks (DNNs), a process known as neuroevolution. However, neuroevolution is hindered by its inherent computational expense,
Externí odkaz:
http://arxiv.org/abs/2404.08786
Evolutionary algorithms are increasingly recognised as a viable computational approach for the automated optimisation of deep neural networks (DNNs) within artificial intelligence. This method extends to the training of DNNs, an approach known as neu
Externí odkaz:
http://arxiv.org/abs/2403.19459
Autor:
Galvan, Edgar, Ameneyro, Fred Valdez
Monte Carlo Tree Search (MCTS) is a best-first sampling method employed in the search for optimal decisions. The effectiveness of MCTS relies on the construction of its statistical tree, with the selection policy playing a crucial role. A selection p
Externí odkaz:
http://arxiv.org/abs/2311.13609
Autor:
Galván, Edgar, Stapleton, Fergal
Publikováno v:
Applied Soft Computing (2023)
Machine learning has rapidly evolved during the last decade, achieving expert human performance on notoriously challenging problems such as image classification. This success is partly due to the re-emergence of bio-inspired modern artificial neural
Externí odkaz:
http://arxiv.org/abs/2308.02710
Autor:
Stapleton, Fergal, Galván, Edgar
Publikováno v:
GECCO '23 Companion: Proceedings of the Companion Conference on Genetic and Evolutionary Computation (2023)
Surrogate-assisted evolutionary algorithms (SAEAs) aim to use efficient computational models with the goal of approximating the fitness function in evolutionary computation systems. This area of research has been active for over two decades and has r
Externí odkaz:
http://arxiv.org/abs/2305.03612
Facial expression is one of the most powerful, natural, and universal signals for human beings to express emotional states and intentions. Thus, it is evident the importance of correct and innovative facial expression recognition (FER) approaches in
Externí odkaz:
http://arxiv.org/abs/2304.12194
Autor:
Ameneyro, Fred Valdez, Galvan, Edgar
Monte Carlo Tree Search (MCTS) is a sampling best-first method to search for optimal decisions. The success of MCTS depends heavily on how the MCTS statistical tree is built and the selection policy plays a fundamental role in this. A particular sele
Externí odkaz:
http://arxiv.org/abs/2302.03352
Autor:
Palma, Gabriel R., Godoy, Wesley A. C., Engel, Eduardo, Lau, Douglas, Galvan, Edgar, Mason, Oliver, Markham, Charles, Moral, Rafael A.
Insect outbreaks are biotic disturbances in forests and agroecosystems that cause economic and ecological damage. This phenomenon depends on a variety of biological and physical factors. The complexity and practical importance of the issue have made
Externí odkaz:
http://arxiv.org/abs/2209.02346
Monte Carlo Tree Search (MCTS) is a sampling best-first method to search for optimal decisions. The success of MCTS depends heavily on how the tree is built and the selection process plays a fundamental role in this. One particular selection mechanis
Externí odkaz:
http://arxiv.org/abs/2208.13589
Semantics is a growing area of research in Genetic programming (GP) and refers to the behavioural output of a Genetic Programming individual when executed. This research expands upon the current understanding of semantics by proposing a new approach:
Externí odkaz:
http://arxiv.org/abs/2206.05010