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cs.DS2021
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…
cs.DS2018
Evolutionary Algorithms and Submodular Functions: Benefits of Heavy-Tailed Mutations
Tobias Friedrich, Andreas Göbel, Francesco Quinzan +1
A core feature of evolutionary algorithms is their mutation operator. Recently, much attention has been devoted to the study of mutation operators with dynamic and non-uniform muta…