DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis

Bas van Stein, Fu Xing Long, Moritz Frenzel +3

We propose DoE2Vec, a variational autoencoder (VAE)-based methodology to learn optimization landscape characteristics for downstream meta-learning tasks, e.g., automated selection…