This year the IDE+A team was very active at Genetic and Evolutionary Computation Conference (GECCO). GECCO: high-quality results in genetic … More
Category: Publications
AI-based approach to detect, classify and localize underwater events. Preprint “Underwater Acoustic Networks for Security Risk Assessment in Public Drinking Water Reservoirs” available on arXiv
The preprint of the paper “Underwater Acoustic Networks for Security Risk Assessment in Public Drinking Water Reservoirs” is available on … More
Hyperparameter Tuning Survey Paper: Experimental Investigation and Evaluation of Model-based Hyperparameter Optimization
The working paper “Experimental Investigation and Evaluation of Model-based Hyperparameter Optimization” by Eva Bartz, Martin Zaefferer, Olaf Mersmann, Thomas Bartz-Beielstein was published on … More
Recommended Reading: Reproducibility in Evolutionary Computation by Manuel López-Ibáñez, Juergen Branke, and Luís Paquete
To overcome the reproducibility crisis we need a culture shift towards reproducibility in EC, with reproducibility playing a bigger role … More
Litmaps: great tool for interactively visualizing citations
Litmaps combines interactive citation maps, modern search tools, and targeted updates. The following map is based on the bibliography from … More
Working Paper: Surrogate Model Based Hyperparameter Tuning for Deep Learning with SPOT
Authors: Thomas Bartz-Beielstein, Frederik Rehbach, Amrita Sen, and Martin ZaeffererCategories: cs.LGMSC-class: 68T07ACM-class: A.1; B.8.0; G.1.6; G.4; I.2.8 A surrogate model … More
Recommended Reading: Forecasting, Theory and Practice by Fotios Petropoulos et al. Free preprint, more than 250 pages
In theory, there is no difference between theory and practice. But, in practice, there is. Benjamin Brewster (1882) Abstract. Forecasting … More
Cognitive Capabilities for the Cognitive Architecture for Artificial Intelligence (CAAI) in Cyber-Physical Production Systems (Open Access Article)
Our (Jan Strohschein, Andreas Fischbach, Andreas Bunte, Heide Faeskorn-Woyke, Natalia Moriz & Thomas Bartz-Beielstein) article “Cognitive capabilities for the CAAI in cyber-physical production systems” has been … More
Recommended Reading: Metaheuristics “In the Large” by Jerry Swan et al.(Open Access)
Abstract. Following decades of sustained improvement, metaheuristics are one of the great success stories of optimization research. However, in order … More
Special Issue: Evolutionary Intelligence Techniques for Humanized Computing
Table of contents alert for Evolutionary Intelligence. Volume 14, Issue 2 is now available online.Special Issue: Evolutionary Intelligence Techniques for … More