This open access book provides a wealth of hands-on examples that illustrate how hyperparameter tuning can be applied in practice … More
Category: Publications
Open Access Book “Hyperparameter Tuning for Machine and Deep Learning with R” is finally published
The book “Hyperparameter Tuning for Machine and Deep Learning with R – A Practical Guide” is finally published. The content is … More
Open Access Book “Hyperparameter Tuning for ML and DL with R”: Proof reading started
Today, we received the proofs from Springer. The book will be available soon, see https://link.springer.com/book/9789811951695
UQOP: International Conference on Uncertainty Quantification & Optimisation
The book of proceedings of UQOP2020 was edited by Massimiliano Vasile and Domenico Quagliarella. It contains contributions by renowned theoretical … More
New Paper: High-Lift Devices Topology Robust Optimisation Using Machine Learning Assisted Optimisation
Authors: Lorenzo Gentile, Elisa Morales, Martin Zaefferer, Edmondo Minisci, Domenico Quagliarella, Thomas Bartz-Beielstein, Renato Tognaccini Abstract This paper addresses the … More
Open Access Article “Elevator group control as a constrained multiobjective optimization problem”
Authors: Aljoša Vodopija, Jörg Stork, Thomas Bartz-Beielstein, Bogdan Filipič Applied Soft Computing, Volume 115, 2022, https://doi.org/10.1016/j.asoc.2021.108277. Abstract Abstract: Modern elevator … More
J. Stork’s PhD Thesis is Online: “Way of the Fittest: Optimization by Behavioral Evolution”
Jörg Stork, who worked for many years in Prof. Bartz-Beielstein’s team in the Institute of Data Science, Engineering, and Application … More
Students from IDE+A (TH Köln) Participating at GECCO 2021
This year the IDE+A team was very active at Genetic and Evolutionary Computation Conference (GECCO). GECCO: high-quality results in genetic … More
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