A novel data-driven method for the analysis and reconstruction of cardiac cine MRI. - Nourelhouda Groun; María Villalba-Orero; Enrique Lara Pezzi; Eusebio Valero; Jesús Garicano-Mena; Soledad Le Clainche (Comput. Biol. Medicine, 2022)

Higher order dynamic mode decomposition: From fluid dynamics to heart disease analysis. - Nourelhouda Groun; María Villalba-Orero; Enrique Lara Pezzi; Eusebio Valero; Jesús Garicano-Mena; Soledad Le Clainche (Comput. Biol. Medicine, 2022)

A Novel Data Augmentation Tool for Enhancing Machine Learning Classification: A New Application of the Higher Order Dynamic Mode Decomposition for Improved Cardiac Disease Identification. - Nourelhouda Groun; María Villalba-Orero; Lucia Casado-Martin; Enrique Lara Pezzi; Eusebio Valero; Jesús Garicano-Mena; Soledad Le Clainche (CoRR, 2024)

Eigenhearts: Cardiac diseases classification using eigenfaces approach. - Nourelhouda Groun; María Villalba-Orero; Lucia Casado-Martin; Enrique Lara Pezzi; Eusebio Valero; Soledad Le Clainche; Jesús Garicano-Mena (Comput. Biol. Medicine, 2025)

Automatic Cardiac Pathology Recognition in Echocardiography Images using Higher Order Dynamic Mode Decomposition and a Vision Transformer for Small Datasets. - Andrés Bell-Navas; Nourelhouda Groun; María Villalba-Orero; Enrique Lara Pezzi; Jesús Garicano-Mena; Soledad Le Clainche (Expert Syst. Appl., 2025)

Heart Failure Prediction using Modal Decomposition and Masked Autoencoders for Scarce Echocardiography Databases. - Andrés Bell-Navas; María Villalba-Orero; Enrique Lara Pezzi; Jesús Garicano-Mena; Soledad Le Clainche (CoRR, 2025)