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- 1.0536612 - ÚI 2021 RIV DE eng C - Conference Paper (international conference)
Pitra, Zbyněk - Holeňa, Martin
Towards Landscape Analysis in Adaptive Learning of Surrogate Models.
Proceedings of the Workshop on Interactive Adaptive Learning. Aachen: Technical University & CreateSpace Independent Publishing, 2020 - (Kottke, D.; Krempl, G.; Lemaire, V.; Holzinger, A.; Calma, A.), s. 78-83. CEUR Workshop Proceedings, 2660. ISSN 1613-0073.
[IAL 2020: International Workshop on Interactive Adaptive Learning /4./. Virtual Ghent (BE), 14.09.2020-14.09.2020]
R&D Projects: GA ČR(CZ) GA18-18080S
Grant - others:GA MŠk(CZ) LM2015042
Institutional support: RVO:67985807
Keywords : Adaptive learning * Optimization strategy * Black-box optimization * Landscape analysis * Surrogate model
OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
http://ceur-ws.org/Vol-2660/ialatecml_shortpaper2.pdf
Permanent Link: http://hdl.handle.net/11104/0314364File Download Size Commentary Version Access 0536612-aw.pdf 0 890.1 KB volně online Publisher’s postprint open-access - 2.0533901 - ÚI 2021 RIV DE eng C - Conference Paper (international conference)
Dvořák, M. - Pitra, Zbyněk - Holeňa, Martin
Assessment of Surrogate Model Settings Using Landscape Analysis.
Proceedings of the 20th Conference Information Technologies - Applications and Theory. Aachen: Technical University & CreateSpace Independent Publishing, 2020 - (Holeňa, M.; Horváth, T.; Kelemenová, A.; Mráz, F.; Pardubská, D.; Plátek, M.; Sosík, P.), s. 81-89. CEUR Workshop Proceedings, 2718. ISSN 1613-0073.
[ITAT 2020: Information Technologies - Applications and Theory /20./. Oravská Lesná (SK), 18.09.2020-22.09.2020]
R&D Projects: GA ČR(CZ) GA18-18080S
Institutional support: RVO:67985807
Keywords : Black-box optimization * CMA-ES * Surrogate modelling * Gaussian process * Landscape analysis
OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
http://ceur-ws.org/Vol-2718/paper20.pdf
Permanent Link: http://hdl.handle.net/11104/0312131File Download Size Commentary Version Access 0533901-aw.pdf 4 740.4 KB CC BY 4.0 Publisher’s postprint open-access - 3.0509320 - ÚI 2020 RIV DE eng C - Conference Paper (international conference)
Pitra, Zbyněk - Bajer, Lukáš - Holeňa, Martin
Knowledge-based Selection of Gaussian Process Surrogates.
IAL ECML PKDD 2019: Workshop & Tutorial on Interactive Adaptive Learning. Proceedings. Aachen: Technical University & CreateSpace Independent Publishing Platform, 2019 - (Kottke, D.; Lemaire, D.; Calma, A.; Krempl, G.; Holzinger, A.), s. 48-63. CEUR Workshop Proceedings, 2444. ISSN 1613-0073.
[ECML PKDD 2019: The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Würzburg (DE), 16.09.2019-20.09.2019]
R&D Projects: GA ČR GA17-01251S; GA ČR(CZ) GA18-18080S
Grant - others:ČVUT(CZ) SGS17/193/OHK4/3T/14; GA MŠk(CZ) LM2015042
Institutional support: RVO:67985807
Keywords : Benchmarking * Black-box optimization * Gaussian process * Landscape analysis
OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
http://ceur-ws.org/Vol-2444/ialatecml_paper4.pdf
Permanent Link: http://hdl.handle.net/11104/0300063File Download Size Commentary Version Access 0509320-a.pdf 6 1.9 MB Publisher’s postprint require - 4.0508171 - ÚI 2020 RIV US eng C - Conference Paper (international conference)
Pitra, Zbyněk - Repický, Jakub - Holeňa, Martin
Landscape analysis of gaussian process surrogates for the covariance matrix adaptation evolution strategy.
GECCO '19: Proceedings of the Genetic and Evolutionary Computation Conference. New York: ACM, 2019 - (López-Ibáñez, M.), s. 691-699. ISBN 978-1-4503-6111-8.
[GECCO 2019: The Genetic and Evolutionary Computation Conference. Prague (CZ), 13.07.2019-17.07.2019]
R&D Projects: GA ČR GA17-01251S; GA ČR(CZ) GA18-18080S
Grant - others:GA MŠk(CZ) LM2015042
Institutional support: RVO:67985807
Keywords : black-box optimization * evolutionary optimization * surrogate modelling * Gaussian process * landscape analysis
OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Permanent Link: http://hdl.handle.net/11104/0299146 - 5.0493365 - ARÚ 2019 RIV PL pol M - Monography Chapter
Novák, David
Wykorzystanie ALS do zautomatyzowanej analizy krajobrazu.
[Use of ALS for automated analysis of landscapes.]
Lotnicze skanowanie laserowe jako narzędzie archeologii. Warszawa: Fundacja Res Publica Multiethnica, 2018 - (Gojda, M.; Kobyliński, Z.), s. 69-84. Archaeologica hereditas, 11. ISBN 978-83-946496-6-1
R&D Projects: GA MŠMT(CZ) EF16_013/0001439
Keywords : GIS * geomorphometry * landscape analysis
OECD category: Archaeology
Permanent Link: http://hdl.handle.net/11104/0286782 - 6.0493290 - ÚI 2019 RIV IE eng A - Abstract
Pitra, Zbyněk - Repický, Jakub - Holeňa, Martin
Transfer of Knowledge for Surrogate Model Selection in Cost-Aware Optimization.
ECML PKDD 2018: Workshop on Interactive Adaptive Learning. Proceedings. Dublin, 2018 - (Krempl, G.; Lemaire, V.; Kottke, D.; Calma, A.; Holzinger, A.; Polikar, R.; Sick, B.). s. 89-94
[ECML PKDD 2018: The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. 10.09.2018-14.09.2018, Dublin]
R&D Projects: GA ČR GA17-01251S
Grant - others:ČVUT(CZ) SGS17/193/OHK4/3T/14; GA MŠk(CZ) LM2015042
Institutional support: RVO:67985807
Keywords : Metalearing * Surrogate model * Gaussian process * Random forest * Exploratory landscape analysis
OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
https://www.ies.uni-kassel.de/p/ial2018/ialatecml2018.pdf
Permanent Link: http://hdl.handle.net/11104/0286679File Download Size Commentary Version Access a0493290.pdf 23 568.2 KB Sborník dostupný online. Publisher’s postprint open-access