Title :
Method of optimal directions for frame design
Author :
Engan, Kjersti ; Aase, Sven Ole ; Hakon Husoy, J.
Author_Institution :
Dept. of Electr. & Comput. Eng., Hogskolen i Stavanger, Stavanger, Norway
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%
Keywords :
electrocardiography; iterative methods; mean square error methods; medical signal processing; optimisation; speech processing; ECG signal; MSE reduction; electrocardiogram; experiments; frame design; iterative design algorithm; matching pursuits; mean squared error; method of optimal directions; optimal directions; optimized frames; signal vectors; speech signal; training set; vector selection algorithms; Algorithm design and analysis; Approximation algorithms; Design optimization; Electrocardiography; Iterative algorithms; Matching pursuit algorithms; Pursuit algorithms; Signal design; Speech; Testing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5041-3
DOI :
10.1109/ICASSP.1999.760624