Training algorithms for hidden conditional random FIELDS

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

Volumn 1, Issue , 2006, Pages

  Mahajan, Milind ^a   Gunawardana, Asela ^a   Acero, Alex ^a  

^a MICROSOFT RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; GRADIENT METHODS; MATHEMATICAL MODELS; RANDOM PROCESSES;

HIDDEN CONDITIONAL RANDOM FIELDS (HCRF); PHONE CLASSIFICATION; STOCHASTIC GRADIENTS; TRAINING ALGORITHMS;

SPEECH RECOGNITION;

EID: 33947664052     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (13)

1. A. Gunawardana, M. Mahajan, A. Acero, and J. C. Platt, "Hidden conditional random fields for phone classification," in Interspeech, 2005.
2. A. Quattroni, M. Collins, and T. Darrell, "Conditional random fields for object recognition," in NIPS, 2004.
3. J. Lafferty, A. McCallum, and F. Pereira, "Conditional random fields: Probabilistic models for segmenting and labeling sequence data," in ICML, pp. 282-289, 2001.
4. H. J. Kushner and G. G. Yin, Stochastic Approximation Algorithms and Applications. Springer-Verlag, 1997.
5. V. Valtchev, Discriminative Methods in HMM-based Speech Recognition. PhD thesis, Cambride University, 1995.
6. D. Povey, Discriminative Training for Large Vocabulary Speech Recognition. PhD thesis, Cambridge University, 2003.
7. J. L. Roux and E. McDermott, "Optimization methods for discriminative training," in Interspeech, pp. 3341-3344, 2005.
8. M. Riedmiller and H. Braun, "A direct adaptive method for faster backpropagation learning: The RPROP algorithm," in IEEE Int. Conf. Neur. Net., vol. 1, pp. 586-591, 1993.
9. W. Chou, B. H. Huang, and C. H. Lee, "Segmental GPD training of HMM based speech recognizer," in ICASSP, pp. 473-476, 1992.
10. J. Nocedal and S. J. Wright, Numerical Optimization. Springer-Verlag, 1999.
11. K. Rose, E. Gurewitz, and G. C. Fox, "Statistical mechanics and phase transitions in clustering," Phys. Rev. Lett., vol. 65, pp. 945-948, Aug. 1990.
12. A. K. Halberstadt and J. R. Glass, "Heterogeneous acoustic measurements for phonetic classification," in Eurospeech, pp. 401-404, 1997.
13. S. Young, D. Kershaw, J. Odell, D. Ollason, V. Valtchev, and P. Woodland, The HTK Book, Version 3.0, July 2000.