9 citations · 10 across the 4 of their papers we have counts for
4 papers
Towards Explainable Real Estate Valuation via Evolutionary Algorithms
Sebastian Angrick, Ben Bals, Niko Hastrich +6
Human lives are increasingly influenced by algorithms, which therefore need to meet higher standards not only in accuracy but also with respect to explainability. This is especiall…
Adaptive Sampling for Fast Constrained Maximization of Submodular Function
Francesco Quinzan, Vanja Doskoč, Andreas Göbel +1
Several large-scale machine learning tasks, such as data summarization, can be approached by maximizing functions that satisfy submodularity. These optimization problems often invo…
timeXplain -- A Framework for Explaining the Predictions of Time Series Classifiers
Felix Mujkanovic, Vanja Doskoč, Martin Schirneck +2
Modern time series classifiers display impressive predictive capabilities, yet their decision-making processes mostly remain black boxes to the user. At the same time, model-agnost…
Non-Monotone Submodular Maximization with Multiple Knapsacks in Static and Dynamic Settings
Vanja Doskoč, Tobias Friedrich, Andreas Göbel +3
We study the problem of maximizing a non-monotone submodular function under multiple knapsack constraints. We propose a simple discrete greedy algorithm to approach this problem, a…