Support vector machines and self-organizing maps for the recognition of sound events in urban soundscapes

41st International Congress and Exposition on Noise Control Engineering 2012, INTER-NOISE 2012

Volumn 3, Issue , 2012, Pages 2197-2206

  Valero, Xavier ^a   Alías, Francesc ^a   Oldoni, Damiano ^b   Botteldooren, Dick ^b  

^a UNIVERSITAT RAMON LLULL   (Spain)

^b GHENT UNIVERSITY   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

AUDITORY PERCEPTION; HUMAN ABILITIES; LISTENING TESTS; MULTI-CLASS SUPPORT VECTOR MACHINES; SOUND EVENT RECOGNITION; SOUND EVENTS; SOUND SIGNAL; URBAN ENVIRONMENTS;

AUDITION; CONFORMAL MAPPING; SUPERVISED LEARNING; SUPPORT VECTOR MACHINES;

ACOUSTIC NOISE;

EID: 84883585186     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (23)

1. C. Couvreur, V. Fontaine, P. Gaunard and C.G. Mubikangiey, "Automatic classification of environmental noise events by Hidden Markov Models,", Applied Acoustics, 54(3), (1998).
2. M. Sobreira Seoane, A. Rodriguez Molares and J.L. Alba Castro, "Automatic classification of traffic noise,", Proc. Acoustics'08, (2008).
3. X. Valero and F. Alías, "Applicability of MPEG-7 low level descriptors to environmental sound source recognition,", Proc. Euroregio, (2010).
4. A.J. Torija and D.P. Ruiz, "ANN-based model to identify noticed sound events. A tool for inclusion in actions plans against environmental noise in urban environments,", Proc. Forum Acusticum'11, (2011).
5. X. Valero and F. Alías, "Automatic recognition of environmental sound sources,", Proc. Tecniacustica'11, (2011).
6. K. Lee, D.P.W. Ellis and A.C. Loui, "Detecting local semantic concepts in environmental sounds using Markov Model based clustering,", Proc. ICASSP, (2010).
7. J. Xue, G. Wichern, H. Thornburg and A. Spanias, "Fast query by example of environmental sounds via robust and efficient cluster-based indexing,", Proc. ICASSP, (2008).
8. R. Cai, L. Lu, and A. Hanjalic, "Co-clustering for auditory scene categorization,", IEEE Transactions on Multimedia, 10(4), (2008).
9. D. Oldoni, B. De Coensel, M. Boes, T. Van Renterghem, S. Dauwe, B. De Baets and D. Botteldooren, "Soundscape analysis by means of neural network-based acoustic summary,", Proc. Internoise 2011, (2011).
10. T. Kohonen, Self-Organizing Maps, 3rd Edition, Springer-Verlag (2001).
11. A. Rabaoui, M. Davy, S. Rossignol and N. Ellouze, "Using One-class SVMs and Wavelets for audio surveillance,", IEEE. Transactions Information Forensics and Security, 3(4), (2008).
12. C-C. Ling, S-H. Chen, T-K. Truong and Y. Chang, "Audio classification and categorization based on Wavelets and Support Vector Machine,", IEEE. Transactions on Speech and Audio Signal Processing, 13(5), (2005).
13. J. Cristianini and J. Shawe-Taylor, "An introduction to Support Vector Machines and other kernel-based learning methods,", Cambridge University Press, (2000).
14. J.H. Kaas, "Topographic maps are fundamental to sensory processing,", Brain research bulletin, 44(2), (1997).
15. A. Morel and J. H. Kaas, "Subdivisions and connections of auditory cortex in owl monkeys,", J. Comp. Neurol., 318, (1992).
16. C.I. Petkov, C. Kayser, M. Augath, and N.K. Logothetis, "Functional imaging reveals numerous fields in the monkey auditory cortex,", PLoS Biol., 4, (2006).
17. T.M. Talavage, P.J. Ledden, R.R. Benson, B.R. Rosen, and J.R. Melcher, "Frequency-dependent responses exhibited by multiple regions in human auditory cortex,", Hearing Res., v, (2000).
18. T.M. Talavage, M.I. Sereno, J.R. Melcher, P.J. Ledden, B.R. Rosen, and A.M. Dale, "Tonotopic organization in human auditory cortex revealed by progressions of frequency sensitivity,", J. Neurophysiol., 91, (2004).
19. C. Humphries, E. Liebenthal, and J.R. Binder, "Tonotopic organization of human auditory cortex,", NeuroImage 50, (2010).
20. R. Hunt and N. Berman, "Visual projection to the optic tecta after partial extirpation of the embryonic eye,", J. Comp. Neurol, 162, (1975).
21. D. Oldoni, B. De Coensel, M. Rademaker, B. De Baets, and D. Botteldooren, "Context-dependent environmental sound monitoring using SOM coupled with LEGION,", Proc. IEEE IJCNN, (2010).
22. B. De Coensel and D. Botteldooren, "A model of saliency-based auditory attention to environmental sound,", Proc. ICA, (2010).
23. A. Ultsch, "Self organized feature maps for monitoring and knowledge acquisition of a chemical process,", Proc. ICANN, 93, (1993).