Zobrazeno 1 - 10
of 112
pro vyhledávání: '"Buza Krisztian"'
Autor:
Książek, Kamil, Głomb, Przemysław, Romaszewski, Michał, Cholewa, Michał, Grabowski, Bartosz, Búza, Krisztián
Neural networks, in particular autoencoders, are one of the most promising solutions for unmixing hyperspectral data, i.e. reconstructing the spectra of observed substances (endmembers) and their relative mixing fractions (abundances), which is neede
Externí odkaz:
http://arxiv.org/abs/2109.13748
Autor:
Książek, Kamil, Masarczyk, Wilhelm, Głomb, Przemysław, Romaszewski, Michał, Stokłosa, Iga, Ścisło, Piotr, Dębski, Paweł, Pudlo, Robert, Buza, Krisztián, Gorczyca, Piotr, Piegza, Magdalena
Publikováno v:
In Computers in Biology and Medicine June 2024 176
Autor:
Buza, Krisztian
A common assumption about neural networks is that they can learn an appropriate internal representations on their own, see e.g. end-to-end learning. In this work we challenge this assumption. We consider two simple tasks and show that the state-of-th
Externí odkaz:
http://arxiv.org/abs/1911.07245
Machine learning techniques have become increasingly popular in the field of resting state fMRI (functional magnetic resonance imaging) network based classification. However, the application of convolutional networks has been proposed only very recen
Externí odkaz:
http://arxiv.org/abs/1707.06682
Echo state networks are simple recurrent neural networks that are easy to implement and train. Despite their simplicity, they show a form of memory and can predict or regenerate sequences of data. We make use of this property to realize a novel neura
Externí odkaz:
http://arxiv.org/abs/1704.01046
Autor:
Buza Krisztian
Publikováno v:
Acta Universitatis Sapientiae: Informatica, Vol 12, Iss 1, Pp 102-111 (2020)
A common assumption about neural networks is that they can learn an appropriate internal representation on their own, see e.g. end-to-end learning. In this work we challenge this assumption. We consider two simple tasks and show that the state-of-the
Externí odkaz:
https://doaj.org/article/5a7002c9f09d421e8f9634e975df9f19
Publikováno v:
In Computer Methods and Programs in Biomedicine December 2017 152:15-21
Autor:
Buza, Krisztian, Peška, Ladislav
Publikováno v:
In Neurocomputing 18 October 2017 260:284-293
Autor:
Buza, Krisztian
Publikováno v:
In Computer Methods and Programs in Biomedicine April 2016 127:105-113
Publikováno v:
In Knowledge-Based Systems September 2015 86:250-260