123 citations · 267 across the 30 of their papers we have counts for
4 papers · 1 filter
Synergy Effect between Convolutional Neural Networks and the Multiplicity of SMILES for Improvement of Molecular Prediction
Talia B. Kimber, Sebastian Engelke, Igor V. Tetko +2
In our study, we demonstrate the synergy effect between convolutional neural networks and the multiplicity of SMILES. The model we propose, the so-called Convolutional Neural Finge…
Graphical Models for Extremes
Sebastian Engelke, Adrien S. Hitz
Conditional independence, graphical models and sparsity are key notions for parsimonious statistical models and for understanding the structural relationships in the data. The theo…
Extreme Value Theory for Open Set Classification -- GPD and GEV Classifiers
Edoardo Vignotto, Sebastian Engelke
Classification tasks usually assume that all possible classes are present during the training phase. This is restrictive if the algorithm is used over a long time and possibly enco…
Extremal dependence of random scale constructions
Sebastian Engelke, Thomas Opitz, Jennifer Wadsworth
A bivariate random vector can exhibit either asymptotic independence or dependence between the largest values of its components. When used as a statistical model for risk assessmen…