• Procesamiento del Lenguaje Natural
• Recuperación de Información
• Aplicaciones al dominio biomédico

EDHER-MED: Early Detection of HEalth Risks by textual analysis of MEDical documents
Ministerio de Ciencia e Innovación (PID2022-136522OB-C21)
http://nlp.uned.es/edher-med-project/index.html

OBSER-MENH: Digital OBSERvatory of MENtal Health in social networks for Healthcare Institutions based on Language Technologies.
Ministerio de Ciencia e Innovación (TED2021-130398B-C21)
http://nlp.uned.es/obser-menh-project/index.html

DOTT-HEALTH: Development Of Text-based Technology to support diagnosis, prevention and HEALTH institutions management
Ministerio de Ciencia e Innovación ( PID2019-106942RB-C32)
http://ixa2.si.ehu.eus/dotthealth/

RAICES: Reglas de asociación en la investigación de enfermedades de especial interés
IMIENS, convocatoria 2022
http://nlp.uned.es/raices/

Negation-based transfer learning for improving biomedical Named Entity Recognition and Relation Extraction. Hermenegildo Fabregat, Andrés Duque, Juan Martínez-Romo, Lourdes Araujo: J. Biomedical Informatics 138: 104279 (2023)

RoBERTime: A novel model for the detection of temporal expressions in Spanish. Alejandro Sánchez-de-Castro-Fernández, Lourdes Araujo, Juan Martínez-Romo: Leng. Natural 70: 39-51 (2023)

Detecting Signs of Non-suicidal Self-Injury in Psychiatric Medical Reports Using Language Analysis. Juan Martínez-Romo, Lourdes Araujo, Blanca Reneses, Julia Sevilla-Llewellyn-Jones, Ignacio Martínez-Capella, Germán Seara-Aguilar Procesamiento del Lenguaje Natural 69: 129-140 (2022)

Discovering HIV related information by means of association rules and machine learning. Lourdes Araujo, Juan Martinez-Romo, Otilia Bisbal, Ricardo Sanchez-de-Madariaga Scientific Reports 12(1): 18208 (2022)

Semi-supervised incremental learning with few examples for discovering medical association rules. Ricardo Sanchez-de-Madariaga, Juan Martinez-Romo, José Miguel Escribano, Lourdes Araujo BMC Medical Informatics Decis. Mak. 22(1) (2022)

A keyphrase-based approach for interpretable ICD-10 code classification of Spanish medical reports. Andres Duque, Hermenegildo Fabregat, Lourdes Araujo, Juan Martínez-Romo Artificial Intelligence in Medicine 121: 102177 (2021)

Understanding and Improving Disability Identification in Medical Documents. Hermenegildo Fabregat, Juan Martínez-Romo, Lourdes Araujo IEEE Access 8: 155399-155408 (2020)

Deep learning approach for negation trigger and scope recognition. Hermenegildo Fabregat, Lourdes Araujo, Juan Martínez-Romo Procesamiento del Lenguaje Natural 62: 37-44 (2019)

Deep neural models for extracting entities and relationships in the new RDD corpus relating disabilities and rare diseases. Hermenegildo Fabregat, Lourdes Araujo, Juan Martínez-Romo Comput. Methods Programs Biomed. 164: 121-129 (2018)

Co-occurrence graphs for word sense disambiguation in the biomedical domain. Andres Duque Fernandez, Mark Stevenson, Juan Martinez-Romo, Lourdes Araujo Artificial Intelligence in Medicine 87: 9-19 (2018)

• Técnicas de procesamiento del lenguaje: extracción de información de textos, clasificación de documentos, agrupamiento de documentos, grandes modelos de lenguaje.
• Aprendizaje automático, deep learning y transformers
• Técnicas basadas en grafos
• Métodos heurísticos de búsqueda y optimización
• Reglas de asociación

• Equipos personales
• Servidores del departamento de Lenguajes y Sistemas Informáticos