Search Results for author: Daniela Zaharie

Found 5 papers, 2 papers with code

The importance of being constrained: dealing with infeasible solutions in Differential Evolution and beyond

1 code implementation7 Mar 2022 Anna V. Kononova, Diederick Vermetten, Fabio Caraffini, Madalina-A. Mitran, Daniela Zaharie

Here, we demonstrate that, at least in algorithms based on Differential Evolution, this choice induces notably different behaviours - in terms of performance, disruptiveness and population diversity.

To BAN or not to BAN: Bayesian Attention Networks for Reliable Hate Speech Detection

no code implementations10 Jul 2020 Kristian Miok, Blaz Skrlj, Daniela Zaharie, Marko Robnik-Sikonja

Our approach not only improves the classification performance of the state-of-the-art multilingual BERT model but the computed reliability scores also significantly reduce the workload in an inspection of ofending cases and reannotation campaigns.

Classification General Classification +2

Generating Data using Monte Carlo Dropout

1 code implementation12 Sep 2019 Kristian Miok, Dong Nguyen-Doan, Daniela Zaharie, Marko Robnik-Šikonja

In many such cases, generators of synthetic data with the same statistical and predictive properties as the actual data allow efficient simulations and development of tools and applications.

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