@InProceedings{JalalvandDemNevVanMar:2015:DeReCo,
author = "Jalalvand, Azarakhsh and Demuynck, Kris and De Neve, Wesley and
Van de Walle, Rik and Martens, Jean-Pierre",
affiliation = "{Ghent University - iMinds} and {Ghent University - iMinds} and
{Ghent University - iMinds} and {Ghent University - iMinds} and
{Ghent University - iMinds}",
title = "Design of reservoir computing systems for noise-robust speech and
handwriting recognition",
booktitle = "Proceedings...",
year = "2015",
editor = "Segundo, Maur{\'{\i}}cio Pamplona and Faria, Fabio Augusto",
organization = "Conference on Graphics, Patterns and Images, 28. (SIBGRAPI)",
publisher = "Sociedade Brasileira de Computa{\c{c}}{\~a}o",
address = "Porto Alegre",
keywords = "reservoir computing networks, speech processing, image processing,
artificial neural networks, noise robustness.",
abstract = "In this work, we address the noise robustness of the pattern
recognition systems by investigating the application of Reservoir
Computing Networks (RCNs) on speech and image recognition tasks.
Our work introduces different architectures of RCN-based systems
along with a coherent task-independent strategy to optimize the
reservoir parameters. We show that such systems are more robust
that the state-of-the-arts in the presence of noise and RCNs can
be used for both robust recognition tasks as well as denoising
approaches. Moreover, the successful application of RCNs on
different tasks using the proposed strategy supports our claim
that it is task-independent.",
conference-location = "Salvador, BA, Brazil",
conference-year = "26-29 Aug. 2015",
language = "en",
ibi = "8JMKD3MGPBW34M/3JUJ5DP",
url = "http://urlib.net/ibi/8JMKD3MGPBW34M/3JUJ5DP",
targetfile = "Aza_SIBGRAPI2015.pdf",
urlaccessdate = "2024, May 02"
}