Mokhov, Serguei A. (2010) MARF: Modular Audio Recognition Framework (in French). In: 78e Congrès de l'Acfas, May 10-14, 2010, Université de Montréal, HEC Montréal, École Polythechnique. (Unpublished)
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Abstract
Le Modular Audio Recognition Framework (MARF) concu en 2002, est une plateforme de recherche open-source et une collection de composants avec des algorithmes pour le traitement de la voix, le son, la parole, et l'écriture et de langues naturelles (TALN) MARF a été crée en Java et organisé sous forme de modules extensible qui facilite l'addition de nouvelles algorithmes. MARF peut être utilisé comme une bibliothèque dans un application ou comme une base de support à l'apprentisage et en extension. MARF a aussi été publié dans les plusieurs articles de conférence avec les detailles scientifiques dedant. De la documentation détaillée et la référence d'API en format javadoc sont disponibles étant donné que le projet tente d'être bien-documenté. MARF et ses applications sont déployés sous une licence BSD.
| Divisions: | Concordia University > Gina Cody School of Engineering and Computer Science > Computer Science and Software Engineering Concordia University > Research Units > Centre for Pattern Recognition and Machine Intelligence |
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| Item Type: | Conference or Workshop Item (Speech) |
| Refereed: | No |
| Authors: | Mokhov, Serguei A. |
| Date: | 13 May 2010 |
| Projects: |
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| Funders: |
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| Keywords: | Modular Audio Recognition Framework (MARF), pattern recognition, data mining, signal processing |
| ID Code: | 974083 |
| Deposited By: | Serguei Mokhov |
| Deposited On: | 28 May 2012 13:48 |
| Last Modified: | 18 Jan 2018 17:37 |
| Additional Information: | A "communcation libre", presented at the /78e Congrès de l'ACFAS (2010)/, in /Techniques, Mesures, et Systèmes (domaine 209)/, at École Polythechnique, in French |
References:
[1] Serguei Mokhov, Ian Clement, Stephen Sinclair, and Dimitrios Nicolacopoulos. Modular Audio Recognition Framework. Department of Computer Science and Software Engineering, Concordia University, Montreal, Canada, 2002–2003. Project report, http://marf.sf.net, last viewed April 2012.[2] Serguei A. Mokhov. On design and implementation of distributed modular audio recognition framework : Requirements and specification design document. [online], August 2006. Project report, http://arxiv.org/abs/0905.2459, last viewed April 2012.
[3] Serguei A. Mokhov. Introducing MARF : a modular audio recognition framework and its applications for scientific and software engineering research. In Advances in Computer and Information Sciences and Engineering, pages 473–478, University of Bridgeport, U.S.A., December 2007. Springer Netherlands. ISBN 978-1-4020-8740-0. doi: 10.1007/978-1-4020-8741-7. Proceedings of CISSE/SCSS’07.
[4] Serguei A. Mokhov. Choosing best algorithm combinations for speech processing tasks in machine learning using MARF. In Sabine Bergler, editor, Proceedings of the 21st Canadian AI’08, LNAI 5032, pages 216–221, Berlin Heidelberg, May 2008. Springer-Verlag. doi: 10.1007/978-3-540-68825-9_21.
[5] Serguei A. Mokhov. Study of best algorithm combinations for speech processing tasks in machine learning using median vs. mean clusters in MARF. In Bipin C. Desai, editor, Proceedings of C3S2E’08, pages 29–43, Montreal, Quebec, Canada, May 2008. ACM. ISBN 978-1-60558-101-9. doi: 10.1145/1370256.1370262.
[6] Serguei A. Mokhov. Towards syntax and semantics of hierarchical contexts in multimedia processing applications using MARFL. In Proceedings of the 32nd Annual IEEE International Computer Software and Applications Conference (COMPSAC), pages 1288–1294, Turku, Finland, July 2008. IEEE Computer Society. doi: 10.1109/COMPSAC.2008.206.
[7] Serguei A. Mokhov. Evolution of MARF and its NLP framework. In Proceedings of C3S2E’10, pages 118–122. ACM, May 2010. ISBN 978-1-60558-901-5. doi: 10.1145/1822327.1822344.
[8] Serguei A. Mokhov and Mourad Debbabi. File type analysis using signal processing techniques and machine learning vs. file unix utility for forensic analysis. In Oliver Goebel, Sandra Frings, Detlef Guenther, Jens Nedon, and Dirk Schadt, editors, Proceedings of the IT Incident Management and IT Forensics (IMF’08), LNI140, pages 73–85. GI, September 2008. ISBN 978-3-88579-234-5.
[9] Serguei A. Mokhov and Emil Vassev. Autonomic specification of self-protection for Distributed MARF with ASSL. In Proceedings of C3S2E’09, pages 175–183, New York, NY, USA, May 2009. ACM. ISBN 978-1-60558-401-0. doi: 10.1145/1557626.1557655.
[10] Serguei A. Mokhov, Lee Wei Huynh, and Jian Li. Managing distributed MARF with SNMP. Concordia Institute for Information Systems Engineering, Concordia University, Montreal, Canada, April 2007. Project report. Hosted at http://marf.sf.net and http://arxiv.org/abs/0906.0065, last viewed February 2011.
[11] Serguei A. Mokhov, Lee Wei Huynh, and Jian Li. Managing distributed MARF’s nodes with SNMP. In Proceedings of PDPTA’2008, volume II, pages 948–954, Las Vegas, USA, July 2008. CSREA Press. ISBN 1-60132-082-5.
[12] Serguei A. Mokhov, Miao Song, and Ching Y. Suen. Writer identification using inexpensive signal processing techniques. In Tarek Sobh and Khaled Elleithy, editors, Innovations in Computing Sciences and Software Engineering; Proceedings of CISSE’09, pages 437–441. Springer, December 2009. doi: 10.1007/978-90-481-9112-3n 74. ISBN: 978-90-481-9111-6, online at: http://arxiv.org/abs/0912.5502.
[13] The MARF Research and Development Group. The Modular Audio Recognition Framework and its Applications. [online], 2002–2012. http://marf.sf.net and http://arxiv.org/abs/0905.1235, last viewed April 2012.
[14] The Sphinx Group at Carnegie Mellon. The CMU Sphinx group open source speech recognition engines. [online], 2007–2012. http://cmusphinx.sourceforge.net.
[15] Emil Vassev and Serguei A. Mokhov. Self-optimization property in autonomic specification of Distributed MARF with ASSL. In Boris Shishkov, Jose Cordeiro, and Alpesh Ranchordas, editors, Proceedings of ICSOFT’09, volume 1, pages 331–335, Sofia, Bulgaria, July 2009. INSTICC Press. ISBN 978-989-674-009-2. doi: 10.5220/0002257303310335.
[16] Emil Vassev and Serguei A. Mokhov. Towards autonomic specification of Distributed MARF with ASSL: Self-healing. In Proceedings of SERA 2010 (selected papers), volume 296 of SCI, pages 1–15. Springer, 2010. ISBN 978-3-642-13272-8. doi: 10.1007/978-3-642-13273-5_1.
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