Abstract
This paper presents an implementation of incremental learning neural networks algorithm for speech recognition. The algorithm has been investigated using the TIMIT speech samples and it has been shown to demonstrate high recognition accuracy.
Keywords
- Incremental learning
- speech recognition
This is a preview of subscription content, access via your institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
D. Chakraborty and N. Pal, A novel learning scheme for multilayered perceptrons to realize proper generalization and incremental learning, IEEE Transaction on Neural Networks, 14(1), January 2003, 1-14.
H. Darjazini and J. Tibbitts, The construction of phonemic knowledge using clustering methodology, Proceedings of the Fifth Australian International Conference on Speech Science and Technology, Dec. 1994, Vol. 1, 202-208.
L. Deng, J. Droppo and A. Acero, Incremental Bayes learning with prior evolution for tracking nonstationary noise statistics from noisy speech data, Proceedings of IEEE International Conference on Acoustic Speech and Signal Processing, Apr. 2003,Vol. 1, 6-10.
L. Fu, H. Hsu and J.C. Principe, Incremental back-propagation learning networks”, IEEE Transactions on Neural Networks, 7(3), Nov. 1996, 757-761.
C.M. Higgins and R.M. Goodman, Incremental learning with rule based neural networks, Proceedings of IEEE International Joint Conference on Neural Networks, 1991, 875-880.
T. Hoya, On the capability of accommodating new classes within probabilistic neural networks, IEEE Transaction on Neural Networks,14(2), Mar 2003, 450-453
W.L. Mahood, Incremental learning mechanisms for speech understanding, Proceedings of the IEEE International Workshop on Tools for Artificial Intelligence, Architectures, Languages, and Algorithms, Oct. 1989, 237-243.
R. Polikar, L. Udpa, S. Udpa and V. Honavar, Learn++: An incremental learning algorithm for supervised neural networks, IEEE Transaction on Systems, Man, and Cybernetics - Part C: Applications and Reviews, 31(4), Nov. 2001, 497-508
M.T. Vo, Incremental learning using the time delay neural network, Proceedings of IEEE International Conference on Acoustic Speech and Signal Processing, Vol. v>2, April 1994, 629-632.
D. Wang and B. Yuwono, Incremental learning of complex temporal patterns, IEEE Transactions on Neural Networks, 7(6), Nov. 1996, 1465-1481.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2007 Springer
About this paper
Cite this paper
Darjazini, H., Cheng, Q., Liyana-Pathirana, R. (2007). Incremental Learning Algorithm for Speech Recognition. In: Sobh, T. (eds) Innovations and Advanced Techniques in Computer and Information Sciences and Engineering. Springer, Dordrecht. https://doi.org/10.1007/978-1-4020-6268-1_42
Download citation
DOI: https://doi.org/10.1007/978-1-4020-6268-1_42
Publisher Name: Springer, Dordrecht
Print ISBN: 978-1-4020-6267-4
Online ISBN: 978-1-4020-6268-1
eBook Packages: EngineeringEngineering (R0)
