1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPBW34M/3JUJ5DP |
Repository | sid.inpe.br/sibgrapi/2015/07.31.20.05 |
Last Update | 2015:07.31.20.05.18 (UTC) azarakhsh.jalalvand@ugent.be |
Metadata Repository | sid.inpe.br/sibgrapi/2015/07.31.20.05.18 |
Metadata Last Update | 2022:05.18.22.21.01 (UTC) administrator |
Citation Key | JalalvandDemNevVanMar:2015:DeReCo |
Title | Design of reservoir computing systems for noise-robust speech and handwriting recognition |
Format | On-line |
Year | 2015 |
Access Date | 2024, May 02 |
Secondary Type | Doctoral Work |
Number of Files | 1 |
Size | 1471 KiB |
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2. Context | |
Author | 1 Jalalvand, Azarakhsh 2 Demuynck, Kris 3 De Neve, Wesley 4 Van de Walle, Rik 5 Martens, Jean-Pierre |
Affiliation | 1 Ghent University - iMinds 2 Ghent University - iMinds 3 Ghent University - iMinds 4 Ghent University - iMinds 5 Ghent University - iMinds |
Editor | Segundo, Maurício Pamplona Faria, Fabio Augusto |
e-Mail Address | azarakhsh.jalalvand@ugent.be |
Conference Name | Conference on Graphics, Patterns and Images, 28 (SIBGRAPI) |
Conference Location | Salvador, BA, Brazil |
Date | 26-29 Aug. 2015 |
Publisher | Sociedade Brasileira de Computação |
Publisher City | Porto Alegre |
Book Title | Proceedings |
Tertiary Type | Master's or Doctoral Work |
History (UTC) | 2015-07-31 20:05:18 :: azarakhsh.jalalvand@ugent.be -> administrator :: 2022-05-18 22:21:01 :: administrator -> :: 2015 |
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3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
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. |
Arrangement | urlib.net > SDLA > Fonds > SIBGRAPI 2015 > Design of reservoir... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | |
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4. Conditions of access and use | |
data URL | http://urlib.net/ibi/8JMKD3MGPBW34M/3JUJ5DP |
zipped data URL | http://urlib.net/zip/8JMKD3MGPBW34M/3JUJ5DP |
Language | en |
Target File | Aza_SIBGRAPI2015.pdf |
User Group | azarakhsh.jalalvand@ugent.be |
Visibility | shown |
Update Permission | not transferred |
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5. Allied materials | |
Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 |
Next Higher Units | 8JMKD3MGPBW34M/3K24PF8 |
Citing Item List | sid.inpe.br/sibgrapi/2015/08.03.22.49 8 |
Host Collection | sid.inpe.br/banon/2001/03.30.15.38 |
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6. Notes | |
Empty Fields | archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination doi edition electronicmailaddress group isbn issn label lineage mark nextedition notes numberofvolumes orcid organization pages parameterlist parentrepositories previousedition previouslowerunit progress project readergroup readpermission resumeid rightsholder schedulinginformation secondarydate secondarykey secondarymark serieseditor session shorttitle sponsor subject tertiarymark type url versiontype volume |
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