Machine learning techniques to identify antimicrobial resistance in the intensive care unit S Martínez-Agüero, I Mora-Jiménez, J Lérida-García, J Álvarez-Rodríguez, ... Entropy 21 (6), 603, 2019 | 42 | 2019 |
Interpretable clinical time-series modeling with intelligent feature selection for early prediction of antimicrobial multidrug resistance S Martínez-Agüero, C Soguero-Ruiz, JM Alonso-Moral, I Mora-Jiménez, ... Future Generation Computer Systems 133, 68-83, 2022 | 18 | 2022 |
Dimensionality reduction and ensemble of LSTMs for antimicrobial resistance prediction À Hernàndez-Carnerero, M Sànchez-Marrè, I Mora-Jiménez, ... Artificial intelligence in medicine 138, 102508, 2023 | 6 | 2023 |
Predicting multidrug resistance using temporal clinical data and machine learning methods L Pascual-Sánchez, I Mora-Jiménez, S Martínez-Agüero, ... 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM …, 2021 | 6 | 2021 |
Modelling temporal relationships in pseudomonas aeruginosa antimicrobial resistance prediction in intensive care unit A Hernández Carnerero, M Sànchez-Marrè, I Mora Jiménez, ... Proceedings of the First International AAI4H, Advances in Artificial …, 2020 | 6 | 2020 |
Antimicrobial resistance prediction in intensive care unit for pseudomonas aeruginosa using temporal data-driven models À Hernàndez-Carnerero, M Sànchez-Marrè, I Mora-Jiménez, ... International Journal of Interactive Multimedia and Artificial Intelligence …, 2021 | 5 | 2021 |
Temporal Feature Selection for Characterizing Antimicrobial Multidrug Resistance in the Intensive Care Unit. Ó Escudero-Arnanz, I Mora-Jiménez, S Martínez-Agüero, ... AAI4H@ ECAI, 54-59, 2020 | 5 | 2020 |
Data and network analytics for COVID-19 ICU patients: a case study for a Spanish Hospital S Martínez-Agüero, AG Marques, I Mora-Jiménez, J Álvarez-Rodríguez, ... IEEE Journal of Biomedical and Health Informatics 25 (12), 4340-4353, 2021 | 4 | 2021 |
Aplying LSTM Networks to Predict Multi-drug Resistance Using Binary Multivariate Clinical Sequences. S Martínez-Agüero, I Mora-Jiménez, J Álvarez-Rodríguez, AG Marques, ... STAIRS@ ECAI, 2020 | 4 | 2020 |
Multimodal Interpretable Data-Driven Models for Early Prediction of Antimicrobial Multidrug Resistance Using Multivariate Time-Series S Martínez-Agüero, AG Marques, I Mora-Jiménez, J Alvárez-Rodríguez, ... arXiv preprint arXiv:2402.06295, 2024 | | 2024 |