@conference {600,
	title = {An Automated Tensorial Classification Procedure for Left Ventricular Hypertrophic Cardiomyopathy},
	booktitle = {IWBBIO 2016 (4th International Work-Conference on Bioinformatics and Biomedical Engineering)},
	volume = {1},
	year = {2016},
	month = {2016},
	pages = {1-12},
	edition = {LNBI 9656},
	address = {Granada, Spain},
	abstract = {<p>Cardiovascular diseases are the leading cause of death globally. Therefore, classi cation tools play a major role in prevention and\&nbsp;treatment of these diseases. Statistical learning theory applied to magnetic resonance imaging has led to the diagnosis of a variety of cardiomyopathies states.\&nbsp;We propose a two-stage classi cation scheme capable of\&nbsp;distinguishing between heterogeneous groups of hypertrophic cardiomyopathies and healthy patients.\&nbsp;A multimodal processing pipeline is employed to estimate robust tensorial descriptors of myocardial mechanical\&nbsp;properties for both short-axis and long-axis magnetic resonance tagged\&nbsp;images using the least absolute deviation method. A homomorphic ltering procedure is used to align the cine segmentations to the tagged sequence and provides 3D tensor information in meaningful areas.\&nbsp;Results\&nbsp;have shown that the proposed pipeline provides tensorial measurements\&nbsp;on which classi ers for the study of hypertrophic cardiomyopathies can\&nbsp;be built with acceptable performance even for reduced samples sets.</p>
},
	keywords = {Fuzzy clustering, HARmonic Phase, Homomorphic Filtering, Hypertrophic Cardiomyopathy, Least Absolute Deviation, Magnetic Resonance Tagging, Support Vector Machines},
	doi = {10.1007/978-3-319-31744-1 17},
	author = {Santiago Sanz-Est{\'e}banez and J Royuela-del-Val and S. Merino-Caviedes and A. Revilla-Orodea and T. Sevilla-Ruiz and Martin-Fernandez, M and Carlos Alberola-Lopez}
}
@conference {444,
	title = {Assessment of the fibrotic myocardial tissue mechanics by image processing},
	booktitle = {Computing in Cardiology Conference (CinC), 2013},
	year = {2013},
	publisher = {IEEE},
	organization = {IEEE},
	author = {Lucilio Cordero-Grande and T. Sevilla-Ruiz and Revilla, Ana and Marcos Martin-Fernandez and Carlos Alberola-Lopez}
}
