Risk upper bound for a NM-type multiresolution classification scheme of random signals by Daubechies wavelets

U Libal, Z Hasiewicz - Engineering Applications of Artificial Intelligence, 2017 - Elsevier
We propose an adaptive multistage classification scheme, based on the principle of
multiresolution, using a naturally hierarchical wavelet representation of signals. The use of …

Wavelet based rule for fault detection

U Libal, Z Hasiewicz - IFAC-PapersOnLine, 2018 - Elsevier
The paper presents wavelet based fault detection method and the analysis of error rates.
The proposed method is based on signal representations in Daubechies wavelet bases. For …

Feature selection for pattern recognition by LASSO and thresholding methods-a comparison

U Libal - 2011 16th International Conference on Methods & …, 2011 - ieeexplore.ieee.org
For high-dimensional data processing, like pattern recognition, it seems desirable to
precede with a reduction of the number of describing features. Our aim is a comparison of …

Multistage classification of signals with the use of multiscale wavelet representation

U Libal - 2010 15th International Conference on Methods and …, 2010 - ieeexplore.ieee.org
The aim of signal decomposition in wavelet bases is to represent a signal as a sequence of
wavelet coefficients sets. There is proposed a multistage classification rule using on every …

Multistage pattern recognition of signals represented in wavelet bases with reject option

U Libal - 2012 17th International Conference on Methods & …, 2012 - ieeexplore.ieee.org
We propose a multistage pattern recognition algorithm with a reject option. On every stage,
the presented algorithm chooses a class of signal or rejects the signal, ie refuses to make a …

[PDF][PDF] APPLICATIONS OF WAVELET TRANSFORM IN SIGNAL RECOGNITION AND DE-NOISING

U Libal - urszula.libal.staff.iiar.pwr.wroc.pl
The main aim of this paper is to show applications of a wavelet transform for an automatic
signal classification and de-noising. We show that the wavelet decomposition of signal can …

[PDF][PDF] Kryteria selekcji modelu w eksperymentalnym rozpoznawaniu sygnałów zdekomponowanych w bazach falkowych

U Libal - urszula.libal.staff.iiar.pwr.wroc.pl
Artykuł przedstawia wyniki eksperymentalnego badania zaleznosci miedzy wielkosci a
modelu a wartosci a ryzyka błednego rozpoznawania sygnałów. Eksperyment został …