Semantic Reference Model in Medical Time Series. - Fernando Alonso; Loïc Martínez; César Montes; Aurora Pérez-Pérez; Agustín Santamaría; Juan Pedro Valente (ISBMDA, 2004)

Towards Symbolic Data Mining in Numerical Time Series. - Agustín Santamaría; África López-Illescas; Aurora Pérez-Pérez; Juan Pedro Caraça-Valente (SGAI Conf., 2004)

Symbol Extraction Method and Symbolic Distance for Analysing Medical Time Series. - Fernando Alonso; Loïc Martínez; Aurora Pérez-Pérez; Agustín Santamaría; Juan Pedro Valente (ISBMDA, 2006)

Comparing Posturographic Time Series through Events Detection. - Juan Alfonso Lara; Guillermo Moreno; Aurora Pérez-Pérez; Juan Pedro Valente; África López-Illescas (CBMS, 2008)

Modelling Medical Time Series Using Grammar-Guided Genetic Programming. - Fernando Alonso; Loïc Martínez; Aurora Pérez-Pérez; Agustín Santamaría; Juan Pedro Valente (ICDM, 2008)

Comparing Time Series through Event Clustering. - Juan Alfonso Lara; Aurora Pérez-Pérez; Juan Pedro Valente; África López-Illescas (IWPACBB, 2008)

Modelling Stabilometric Time Series. - Juan Alfonso Lara; Aurora Pérez-Pérez; Juan Pedro Valente; África López-Illescas (HEALTHINF, 2010)

Generating time series reference models based on event analysis. - Juan Alfonso Lara; Aurora Pérez-Pérez; Juan Pedro Valente; África López-Illescas (ECAI, 2010)

GGGP-based method for modeling time series: operator selection, parameter optimization and expert evaluation. - Fernando Alonso; Loïc Martínez; Agustín Santamaría; Aurora Pérez-Pérez; Juan Pedro Valente (GECCO, 2010)

Classification of Stabilometric Time-Series Using an Adaptive Fuzzy Inference Neural Network System. - Juan Alfonso Lara; Pari Jahankhani; Aurora Pérez-Pérez; Juan Pedro Valente; Vassilis Kodogiannis (ICAISC (1), 2010)

Two Different Approaches of Feature Extraction for Classifying the EEG Signals. - Pari Jahankhani; Juan Alfonso Lara; Aurora Pérez-Pérez; Juan Pedro Valente (EANN, 2011)

Cooperation between expert knowledge and data mining discovered knowledge: Lessons learned. - Fernando Alonso; Loïc Martínez; Aurora Pérez-Pérez; Juan Pedro Valente (Expert Syst. Appl., 2012)

A general framework for time series data mining based on event analysis: Application to the medical domains of electroencephalography and stabilometry. - Juan Alfonso Lara; David Lizcano; Aurora Pérez-Pérez; Juan Pedro Valente (J. Biomed. Informatics, 2014)

Classification of auditory brainstem responses through symbolic pattern discovery. - Marco E. Molina; Aurora Pérez-Pérez; Juan Pedro Valente (Artif. Intell. Medicine, 2016)

ECG Feature Extraction and Ventricular Fibrillation (VF) Prediction using Data Mining Techniques. - Allan Calderon; Aurora Pérez-Pérez; Juan Pedro Valente (CBMS, 2019)

Drug repositioning with gender perspective focused on Adverse Drug Reactions. - Belén Otero-Carrasco; Aurora Pérez-Pérez; Ernestina Menasalvas Ruiz; Juan Pedro Caraça-Valente Hernández; Lucía Prieto Santamaría; Alejandro Rodríguez González (CBMS, 2022)

DRAGON: Drug Repurposing via Graph Neural Networks with Drug and Protein Embeddings as Features. - Rafael Artiñano-Muñoz; Lucía Prieto Santamaría; Aurora Pérez-Pérez; Alejandro Rodríguez González (CBMS, 2024)