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Method of optimal directions for frame design

Engan, K., Aase, S.O., Hakon Husoy, J.·1999·1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258)

Abstract

A frame design technique for use with vector selection algorithms, for example matching pursuits (MP), is presented. The design algorithm is iterative and requires a training set of signal vectors. The algorithm, called method of optimal directions (MOD), is an improvement of the algorithm presented by Engan, Aase and Husoy see (Proc. ICASSP '98, Seattle, USA, p.1817-20, 1998). The MOD is applied to speech and electrocardiogram (ECG) signals, and the designed frames are tested on signals outside the training sets. Experiments demonstrate that the approximation capabilities, in terms of mean squared error (MSE), of the optimized frames are significantly better than those obtained using frames designed by the algorithm of Engan et. al. Experiments show typical reduction in MSE by 20-50%.

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Metadata

Authors
Engan, K., Aase, S. O., & Hakon Husoy, J.
Venue
1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258)
Publisher
IEEE
Published
1999
Pages
2443-2446 vol.5
ISSN
1520-6149 (ISSN-L)
OpenAlex
W2115429828
Cited by
1,253
References
6
FWCI
5.60
Type
conference paper
Language
en
Open access
closed

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CoChat. (2026). Citation check: Method of optimal directions for frame design. https://app.cochat.ai/papers/10.1109/icassp.1999.760624
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Engan, K., Aase, S. O., & Hakon Husoy, J. (1999). Method of optimal directions for frame design. 1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258). https://doi.org/10.1109/icassp.1999.760624

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