Zobrazeno 1 - 10
of 371
pro vyhledávání: '"VANHOOF, Koen"'
Autor:
Koumeri, Lisa Koutsoviti, Legast, Magali, Yousefi, Yasaman, Vanhoof, Koen, Legay, Axel, Schommer, Christoph
Empirical evidence suggests that algorithmic decisions driven by Machine Learning (ML) techniques threaten to discriminate against legally protected groups or create new sources of unfairness. This work supports the contextual approach to fairness in
Externí odkaz:
http://arxiv.org/abs/2306.08394
In this paper, we integrate the concepts of feature importance with implicit bias in the context of pattern classification. This is done by means of a three-step methodology that involves (i) building a classifier and tuning its hyperparameters, (ii)
Externí odkaz:
http://arxiv.org/abs/2305.09399
Autor:
Jastrzebska, Agnieszka, Morales-Hernández, Alejandro, Nápoles, Gonzalo, Salgueiro, Yamisleydi, Vanhoof, Koen
Time series processing is an essential aspect of wind turbine health monitoring. Despite the progress in this field, there is still room for new methods to improve modeling quality. In this paper, we propose two new approaches for the analysis of win
Externí odkaz:
http://arxiv.org/abs/2112.04933
Autor:
Morales-Hernández, Alejandro, Nápoles, Gonzalo, Jastrzebska, Agnieszka, Salgueiro, Yamisleydi, Vanhoof, Koen
Forecasting windmill time series is often the basis of other processes such as anomaly detection, health monitoring, or maintenance scheduling. The amount of data generated on windmill farms makes online learning the most viable strategy to follow. S
Externí odkaz:
http://arxiv.org/abs/2107.00425
While the machine learning literature dedicated to fully automated reasoning algorithms is abundant, the number of methods enabling the inference process on the basis of previously defined knowledge structures is scanter. Fuzzy Cognitive Maps (FCMs)
Externí odkaz:
http://arxiv.org/abs/1809.08085
Autor:
Morales-Hernández, Alejandro, Nápoles, Gonzalo, Jastrzebska, Agnieszka, Salgueiro, Yamisleydi, Vanhoof, Koen
Publikováno v:
In Expert Systems With Applications 1 November 2022 205
Autor:
Jastrzebska, Agnieszka, Morales Hernández, Alejandro, Nápoles, Gonzalo, Salgueiro, Yamisleydi, Vanhoof, Koen
Publikováno v:
In Renewable Energy May 2022 190:730-740
Publikováno v:
In Knowledge-Based Systems 28 February 2022 238
Publikováno v:
In Information Sciences June 2021 560:51-67
Deep neural network to extract high-level features and labels in multi-label classification problems
Publikováno v:
In Neurocomputing 6 November 2020 413:259-270