Study of best algorithm combinations for speech processing tasks in machine learning using median vs. mean clusters in MARF

ACM International Conference Proceeding Series

Volumn 273, Issue , 2008, Pages 29-43

  Mokhov, Serguei A ^a  

^a Gina Cody School of Engineering and Computer Science   (Canada)

Author keywords

Classification; Gender identification; Mean vs. Median feature vector clusters; Modular Audio Recognition Framework (MARF); Pattern recognition; Speaker identification; Spoken accent identification

Indexed keywords

FEATURE EXTRACTION; LEARNING SYSTEMS; LOUDSPEAKERS; PATTERN RECOGNITION; ROBOT LEARNING; SPEECH; SPEECH PROCESSING; SPEECH RECOGNITION;

CLASSIFICATION; GENDER IDENTIFICATION; MEAN VS. MEDIAN FEATURE VECTOR CLUSTERS; MODULAR AUDIO RECOGNITION FRAMEWORK (MARF); SPEAKER IDENTIFICATION; SPOKEN ACCENT IDENTIFICATION;

LEARNING ALGORITHMS;

EID: 57049169279     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1370256.1370262     Document Type: Conference Paper

References (37)

1. H. Abdi. Distance. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage, 2007.
2. T. S. G. at Carnegie Mellon. The CMU Sphinx. Group Open Source Speech Recognition Engines. cmusphinx.org, 2007. http://cmusphinx.sourceforge.net.
3. S. M. Bernsee. The DFT "à pied": Mastering The Fourier Transform in One Day. DSPdimension.com, 1999-2005. http://www.dspdimension.com/data/html/dftapied.html.
4. I. Clement, S. A. Mokhov, D. Nicolacopoulos, S. Fan, and the MARF Research & Development Group. Test LPC - Testing LPC Algorithm Implementation within MARF. Published electronically within the MARF project, http://marf.sf.net, 2002-2008. Last viewed April 2008.
5. I. Clement, S. A. Mokhov, and the MARF Research & Development Group. Test NN - Testing Artificial Neural Network in MARF. Published electronically within the MARF project, http://marf.sf.net, 2002-2008. Last viewed April 2008.
6. S. Fan, S. A. Mokhov, and the MARF Research & Development Group. TestLoaders - Testing Sample Loaders of MARF. Published electronically within the MARF project, http://marf.sf.net, 2005-2008. Last viewed April 2008.
7. E. Gamma and K. Beck. JUnit. Object Mentor, Inc., 2001-2004. http://junit.org/.
8. E. Garcia. Cosine similarity and term weight tutorial, 2006. http://www.miislita.com/information-retrieval-tutorial/cosine-similarity- tutorial.html.
9. T. M. R. D. Group. The Modular Audio Recognition Framework and its Applications. SourceForge.net, 2002-2008. http://marf.sf.net.
10. R. W. Hamming. Error Detecting and Error Correcting Codes. Bell System Technical Journal 26(2):147-160, 1950. http://en.wikipedia.org/wiki/Hamming- distaxice.
11. S. Haridas. Generation of 2-d digital filters with variable magnitude characteristics starting from a, particular type of 2-variable continued fraction expansion. Master's thesis, Concordia University, Montréal, Canada, July 2006.
12. M. Khalifé. Examining orthogonal concepts-based micro-classifiers and their correlations with noun-phrase coreference chains. Master's thesis, Concordia University, Montréal, Canada, 2004.
13. A. Kishore. Similarity measure: Cosine similarity or euclidean distance or both, Feb. 2007. http://semanticvoid.com/blog/2007/02/23/similarity-measure- cosine-similarity-or -euclidean-distance-or-both/.
14. D. Mackenzie, P. Eggert, and R. Stallman. Comparing and Merging Files. 2002. http://www.gnu.org/software/diffutils/manual/ps/diff.ps.gz.
15. P. Mahalanobis. On the generalised distance in statistics. Proceedings of the National Institute of Science of India 12 (1936) 49-55, 1936. http://en.wikipedia.org/wiki/Mahalanobis-distance.
16. S. Mokhov. On Design and Implementation of Distributed Modular Audio Recognition Framework: Requirements and Specification Design Document. Department of Computer Science and Software Engineering, Concordia University, Montreal, Canada, Aug. 2006. http://marf.sf.net.
17. S. Mokhov, I. Clement, S. Sinclair, and D. Nicolacopoulos. Modular Audio Recognition Framework. Department of Computer Science and Software Engineering, Concordia University, Montreal, Canada, 2002-2003. http://marf.sf.net.
18. S. A. Mokhov. Introducing MARF: a Modular Audio Recognition Framework and its Applications for Scientific and Software Engineering Research. In Proceedings of the IEEE Engineering/Computing and Systems Research E-Conference (SCSS07/CIISE 2007), University of Bridgeport, U.S.A., Dec. 2007. Springer. To appear, http://cisse2007.org.
19. S. A. Mokhov. MARF for PureData for MARF. In Pd Convention '07, Montreal, Quebec, Canada. artengine.ca, Aug. 2007. http://artengine.ca/ ~catalogue-pd/32-Mokhov.pdf.
20. S. A. Mokhov. Choosing Best Algorithm Combinations for Speech Processing Tasks in Machine Learning Using MARF. In S. Bergler, editor, Proceedings of 21st Canadian AI'08, pages 216-221, Berlin Heidelberg, May 2008. Springer-Verlag.
21. S. A. Mokhov. Experimental Results and Statistics in the Implementation of the Modular Audio Recognition Framework's API for Text-Independent Speaker Identification. In Submitted, for publication at CCCT'08, Jan. 2008. http://www.infocybereng.org/ccct2008i.
22. S. A. Mokhov. File Type Analysis Using Signal Processing Techniques and Machine Learning vs. file Unix Utility for Forensic Analysis. Unpublished, 2008.
23. S. A. Mokhov. Towards Hardening Security in Scientific Demand-Driven and Pipelined Distributed Computing Systems. In Submitted for publication at ISPDC'08, 2008.
24. S. A. Mokhov. Writer Identification Using Inexpensive Signal Processing Techniques: Experimental Results. 2008. Submitted for publication at ICFHR'08.
25. S. A. Mokhov. S. Fan, and the MARF Research & Development Group. TestFilters - Testing Filters Framework of MARF. Published electronically within the MARF project, http://marf.sf.net, 2002-2008. Last viewed April 2008.
26. S. A. Mokhov, S. Fan, and the MARF Research & Development Group. MathTestApp - Testing Normal and Complex Linear Algebra in MARF. Published electronically within the MARF project. http://marf.sf.net, 2005-2008. Last viewed April 2008.
27. S. A. Mokhov, L. W. Huynh, and J. Li. Managing Distributed MARF with SNMP. Concordia Institute for Information Systems Engineering, Concordia, University, Montreal, Canada, Apr. 2007. http://marf.sf.net.
28. S. A. Mokhov, L. W. Huynh, J. Li, and F. Rassai. A Privacy Framework within Java Data Security Framework (JDSF): Design Refinement, Implementation, and Statistics. In Submitted for publication at WM-SCI'08, 2008.
29. S. A. Mokhov, L. W. Huynh, J. Li, and F. Rassai. Authentication and Integrity Frameworks within Java Data Security Framework (JDSF): Design Refinement, Implementation, and Statistics. Unpublished, 2008.
30. S. A. Mokhov, S. Sinclair, I. Clement, D. Nicolacopoulos, and the MARF Research & Development Group. Text-Independent Speaker Identification Application. Published electronically within the MARF project, http://marf.sf.net, 2002-2008. Last viewed April 2008.
31. S. A. Mokhov and the MARF Research & Development Group. Language Identification Application. Published electronicallyr within the MARF project, http://marf.sf.net, 2003-2008. Last viewed April 2008.
32. S. A. Mokhov and the MARF Research & Development Group. MARF Regression Testing Suite. Published electronically within the MARF project, http://marf.sf.net, 2005-2008. Last viewed April 2008.
33. S. A. Mokhov and the MARF Research & Development Group. TestPlugin - Testing Plug-in Architecture of MARF. Published electronically wdthin the MARF project, http://marf.sf.net, 2005-2008. Last viewed April 2008.
34. S. A. Mokhov, L. Wang, and J. Li. Simple Dynamic Key Management in SQL Randomization. In Submitted for publication at STPSA '08, 2008.
35. D. Nicolacopoulos, S. A. Mokhov, and the MARF Research & Development Group. TestWaveLoader -Testing WAVLoader of MARF. Published electronically within the MARF project, http://marf.sf.net, 2002-2008. Last viewed April 2008.
36. S. Sinclair, S. A. Mokhov, D. Nicolacopoulos, S. Fan, and the MARF Research & Development Group. TestFFT - Testing FFT Algorithm Implementation within MARF. Published electronically within the MARF project, http://marf.sf.net, 2002-2008. Last viewed April 2008.
37. G. K. Zipf. The Psychobiology of Language. Houghton-Mifflin, New York, NY, 1935. http://en.wikipedia.org/wiki/Zipf %27s-law.