Fast word acquisition in an NMF-based learning framework

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2012, Pages 5137-5140

  Driesen, Joris ^a   Van Hamme, Hugo ^a  

^a UNIVERSITY OF LEUVEN   (Belgium)

Author keywords

Acoustic Sub Word Generation; Machine Learning; Unsupervised Learning; Vocabulary Acquisition

Indexed keywords

ASSISTIVE DEVICES; COGNITIVE ROBOTICS; HUMAN MACHINE INTERFACE; LEARNING FRAMEWORKS; LEARNING RATES; LINGUISTIC INFORMATION; SPEECH DATA; SPEECH RECOGNITION SYSTEMS; VOCABULARY ACQUISITION; WORD ACQUISITION; WORD MODELS;

LEARNING SYSTEMS; SPEECH RECOGNITION; UNSUPERVISED LEARNING;

SIGNAL PROCESSING;

EID: 84867616952     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2012.6289077     Document Type: Conference Paper

References (13)

1. B. Boyanov and S. Hadjitodorov, "Acoustic analysis of pathological voices," IEEE Engineering in Medicine and Biology, vol. 16, no. 4, pp. 74-82, 1997.
2. O. Saz, C. Vaquero, E. Lleida, J. M. Marcos, and C. César, "Study of maximum a posteriori speaker adaptation for automatic speech recognition of pathological speech," in Proc. Jornadas en Tecnología del Habla, 2006.
3. A. L. Thomaz and C. Breazeal, "Transparency and socially guided machine learning," in Proc. ICDL 2006, Bloomington, Indiana, USA, 2006.
4. D. Roy, "Learning visually-grounded words and syntax for a scene description task," Computer Speech and Language, 2002.
5. D. K. Roy and A. P. Pentland, "Learning words from sights and sounds: a computational model," Cognitive Science, vol. 26, no. 1, pp. 113-146, 2002.
6. H. Van hamme, "Hac-models: a novel approach to continuous speech recognition," in Interspeech 2008, Brisbane, Australia, 2008.
7. D. Lee and H. Seung, "Learning the parts of objects by nonnegative matrix factorization," Nature, no. 401, pp. 788-791, 1999.
8. M. Huijbregts, M. McLaren, and D. van Leeuwen, "Unsupervised acoustic sub-word unit detection for query-by-example spoken term detection," in ICASSP 2011, Prague, Czech Republic, 2011.
9. M.-H. Siu, H. Gish, A. Chan, and W. Belfield, "Improved topic classification and keyword discovery using an hmm-based speech recognizer trained without supervision," in Proc. Interspeech 2010, Makuhari, Chiba, Japan, 2010.
10. "Acquisition of communication and recognition skills," http://www.acorns-project.org/, 2006-2009.
11. K. Demuynck, "Extracting, modelling and combining information in speech recognition," Ph.D. dissertation, K.U.Leuven, ESAT, feb 2001.
12. M. Sun and H. Van hamme, "Coding methods for the nmf approach to speech recognition and vocabulary acquisition," in Proc. IMCIC 2011, Florida,USA, 2011.
13. H. Van hamme, "Integration of asynchronous knowledge sources in a novel speech recognition framework," in In Proc. ITRW on Speech Analysis and Processing for Knowledge Discovery, Aalborg, Denmark, 2008.