Title :
MDL based digital signal segmentation
Author :
Giurcaneanu, Ciprian Doru ; Tabus, Ioan ; Rissanen, Jorma
Author_Institution :
Signal Processing Lab., Tampere University of Technology, P.O. Box 553, Tampere, Finland
Abstract :
The segmentation of a signal based on a piecewise polynomial model is reexamined here in light of the recent advances in applying the MDL principle to the exponential density family. The critical case of discriminating between short segments is handled very efficiently by using the exact MDL formula for small sample size, whereas MAP or AIC methods result in drastic over-segmentation. The simulation result for ECG segmentation shows that the piecewise linear approximation obtained with the proposed method preserves well the location of the QRS complex.
Keywords :
Complexity theory; Electrocardiography; Indexes;
Conference_Titel :
Signal Processing Conference, 2000 10th European
Conference_Location :
Tampere, Finland
Print_ISBN :
978-952-1504-43-3