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Category: Surrogate Models

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

Keynote at SAEOpt: Surrogate Model Based Hyperparameter Tuning for Deep Learning with SPOT

Prof. Bartz-Beielstein has been invited as a keynote speaker at the workshop on Surrogate-Assisted Evolutionary Optimisation (SAEOpt) https://saeopt.bitbucket.io/) at GECCO. … More

@GECCO2018 Lorenzo Gentile #utopiae_network: Sequential Parameter Optimization can be used for visualizing main factor effects

Advanced optimization: Using multi-fidelity optimization combined with surrogate-based optimization @GECCO2018

Full House in RWA4 @GECCO2018: Frederik Rehbach talking about parallelized surrogate-based optimization

Meeting with Partners from DLR (Deutsche Zentrum für Luft- und Raumfahrt) @TH_Koeln @utopiae_network

Dr. Stefan Görtz (Deutschen Zentrum für Luft- und Raumfahrt (DLR), Institut für Aerodynamik und Strömungstechnik) and Christian Sabater (Early Stage Researcher in … More

Two Full Papers Accepted @GECCO2018

Our papers “Surrogate assisted optimization of particle reinforced metal matrix composites” (L. Gentile, M. Zaefferer, D. Giugliano, H. Chen, T. … More

New paper: #Optimization via multimodel #simulation published in “Structural and Multidisciplinary Optimization”

An online version of the paper “Optimization via multimodel simulation” (https://doi.org/10.1007/s00158-018-1934-2) written by Thomas Bartz-Beielstein, Martin Zaefferer, and Quoc Cuong … More

In a Nutshell: Sequential Parameter #Optimization is also on @arxiv #rstats @utopiae_network

The paper “In a Nutshell: Sequential Parameter Optimization” has been assigned the permanent arXiv identifier 1712.04076 and is available at: http://arxiv.org/abs/1712.04076 … More

“Metamodel-based optimization of hot rolling processes in the metal industry” – Full-text view-only version available

The article “Metamodel-based optimization of hot rolling processes in the metal industry” was published in The International Journal of Advanced … More

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