Jirí Tumpach

According to our database, Jirí Tumpach authored at least 12 papers between 2019 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

Improving Optimization with Gaussian Processes in the Covariance Matrix Adaptation Evolution Strategy.

Jirí Tumpach, Jan Koza, Martin Holena

Proceedings of the 23rd Conference Information Technologies, 2023

2022

Landscape Analysis for Surrogate Models in the Evolutionary Black-Box Context.

Zbynek Pitra, Jan Koza, Jirí Tumpach, Martin Holena

CoRR, 2022

On Combining Robustness and Regularization in Training Multilayer Perceptrons over Small Data.

Jan Kalina, Jirí Tumpach, Martin Holena

Proceedings of the International Joint Conference on Neural Networks, 2022

Neural-network-based estimation of normal distributions in black-box optimization.

Jirí Tumpach, Jan Koza, Martin Holena

Proceedings of the 30th European Symposium on Artificial Neural Networks, 2022

2021

Combining Gaussian Processes with Neural Networks for Active Learning in Optimization.

Jirí Ruzicka, Jan Koza, Jirí Tumpach, Zbynek Pitra, Martin Holena

Proceedings of the Workshop on Interactive Adaptive Learning (IAL 2021) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), 2021

Using Past Experience for Configuration of Gaussian Processes in Black-Box Optimization.

Jan Koza, Jirí Tumpach, Zbynek Pitra, Martin Holena

Proceedings of the Learning and Intelligent Optimization - 15th International Conference, 2021

A Comparison of Regularization Techniques for Shallow Neural NetworksTrained on Small Datasets.

Jirí Tumpach, Jan Kalina, Martin Holena

Proceedings of the 21st Conference Information Technologies, 2021

Combining Gaussian Processes and Neural Networks in Surrogate Modelling for Covariance Matrix Adaptation Evolution Strategy.

Jan Koza, Jirí Tumpach, Zbynek Pitra, Martin Holena

Proceedings of the 21st Conference Information Technologies, 2021

Video Scene Location Recognition with Neural Networks.

Lukás Korel, Petr Pulc, Jirí Tumpach, Martin Holena

Proceedings of the 21st Conference Information Technologies, 2021

Interaction between model and its evolution control in surrogate-assisted CMA evolution strategy.

Zbynek Pitra, Marek Hanus, Jan Koza, Jirí Tumpach, Martin Holena

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

2020

Online Malware Detection with Variational Autoencoders.

Jirí Tumpach, Martin Holena

Proceedings of the 20th Conference Information Technologies, 2020

2019

Deep Networks in Online Malware Detection.

Jirí Tumpach, Marek Krcál, Martin Holena

Proceedings of the 19th Conference Information Technologies, 2019