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07/29/2021
Underwater Acoustic Networks for Security Risk Assessment in Public Drinking Water Reservoirs
We have built a novel system for the surveillance of drinking water rese...
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05/17/2021
Behavior-based Neuroevolutionary Training in Reinforcement Learning
In addition to their undisputed success in solving classical optimizatio...
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02/26/2020
CAAI – A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems
This paper introduces CAAI, a novel cognitive architecture for artificia...
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07/22/2019
Surrogate Models for Enhancing the Efficiency of Neuroevolution in Reinforcement Learning
In the last years, reinforcement learning received a lot of attention. O...
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07/16/2019
Prediction of neural network performance by phenotypic modeling
Surrogate models are used to reduce the burden of expensive-to-evaluate ...
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02/09/2019
Improving NeuroEvolution Efficiency by Surrogate Model-based Optimization with Phenotypic Distance Kernels
In NeuroEvolution, the topologies of artificial neural networks are opti...
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08/27/2018
A new Taxonomy of Continuous Global Optimization Algorithms
Surrogate-based optimization and nature-inspired metaheuristics have bec...
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07/20/2018
Distance-based Kernels for Surrogate Model-based Neuroevolution
The topology optimization of artificial neural networks can be particula...
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07/03/2018
Linear Combination of Distance Measures for Surrogate Models in Genetic Programming
Surrogate models are a well established approach to reduce the number of...
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10/13/2015
