Clustering and Symbolic Analysis of Cardiovascular Signals: Discovery and Visualization of Medically Relevant Patterns in Long-Term Data Using Limited Prior Knowledge

This paper describes novel fully automated techniques for analyzing large amounts of cardiovascular data. In contrast to traditional medical expert systems our techniques incorporate no a priori knowledge about disease states. This facilitates the discovery of unexpected events. We start by transfor...

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Bibliographic Details
Main Authors: Syed, Zeeshan, Guttag, John V., Stultz, Collin M.
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:English
Published: Springer 2012
Online Access:http://hdl.handle.net/1721.1/69825
https://orcid.org/0000-0002-3415-242X
https://orcid.org/0000-0003-0992-0906