no code implementations • 30 Jul 2020 • Homayoun Valafar, Faramarz Valafar, Okan Ersoy
The architecture has all the advantages of the previous models such as self-organization and possesses some other superior characteristics such as input parallelism and decision making based on consensus.
no code implementations • 6 Apr 2020 • Gustavo A. Valencia-Zapata, Carolina Gonzalez-Canas, Michael G. Zentner, Okan Ersoy, Gerhard Klimeck
Several studies point out different causes of performance degradation in supervised machine learning.
no code implementations • 4 Dec 2018 • Julian Büchel, Okan Ersoy
We used the Ladder Network [Rasmus et al. (2015)] to perform Hyperspectral Image Classification in a semi-supervised setting.
no code implementations • 5 Sep 2017 • Gustavo A. Valencia-Zapata, Daniel Mejia, Gerhard Klimeck, Michael Zentner, Okan Ersoy
Probabilistic mixture models have been widely used for different machine learning and pattern recognition tasks such as clustering, dimensionality reduction, and classification.