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cs.LG2025★ 15 cited
Multivariate Feature Selection and Autoencoder Embeddings of Ovarian Cancer Clinical and Genetic Data
Luis Bote-Curiel, Sergio Ruiz-Llorente, Sergio Muñoz-Romero +4
This study explores a data-driven approach to discovering novel clinical and genetic markers in ovarian cancer (OC). Two main analyses were performed: (1) a nonlinear examination o…
cs.LG2021★ 11 cited
Regularized Multivariate Analysis Framework for Interpretable High-Dimensional Variable Selection
Sergio Muñoz-Romero, Vanessa Gómez-Verdejo, Jerónimo Arenas-García
Multivariate Analysis (MVA) comprises a family of well-known methods for feature extraction which exploit correlations among input variables representing the data. One important pr…