@inproceedings{25fb3bcd4f344e4699c619b301a09851,
title = "Principal component analysis and dynamic time-warping in subbands for ECG reconstruction",
abstract = "The aim of this study was to combine methods from different fields of scientific research, such as dynamic programming, pattern recognition and signal processing to solve a very demanding problem of ECG signal reconstruction in extremely noisy environment. A fast method of signal decomposition into frequency subbands was developed. Its application, and processing the respective subbands with the use of either principal component analysis or dynamic time warping based methods allowed us to achieve a significant progress in suppression of highly intractable electric motion artifacts. The investigations performed showed the proposed method prevalence over the well known nonlinear state-space projections developed in the field of nonlinear dynamics.",
keywords = "DTW, ECG reconstruction, PCA, Subband decomposition",
author = "Tomasz Moro{\'n} and Marian Kotas and Leski, \{Jacek M.\}",
note = "Publisher Copyright: {\textcopyright} Springer International Publishing Switzerland 2016.; 4th International Conference on Man–Machine Interactions, ICMMI 2015 ; Conference date: 06-10-2015 Through 09-10-2015",
year = "2016",
doi = "10.1007/978-3-319-23437-3\_27",
language = "English",
isbn = "9783319234366",
series = "Advances in Intelligent Systems and Computing",
publisher = "Springer Verlag",
pages = "315--325",
editor = "Tadeusz Czach{\'o}rski and Aleksandra Gruca and Agnieszka Brachman and Stanis{\l}aw Kozielski and Tadeusz Czach{\'o}rski",
booktitle = "Man–Machine Interactions - 4th International Conference on Man–Machine Interactions, ICMMI 2015",
address = "Germany",
}