Elena Hernández-Pereira

Publication Activity (10 Years)

Years Active: 1997-2024
Publications (10 Years): 21

Top Topics

Learning Models

Classification Method

Behavioural Cloning

Top Venues

Artif. Intell. Rev.

Publications

Víctor López, Oscar Fontenla-Romero, Elena Hernández-Pereira, Bertha Guijarro-Berdiñas, Carlos Blanco-Seijo, Samuel Fernandez-Paz
RUL Prediction of Lithium-ion Batteries using a Federated and Homomorphically Encrypted Learning Method. SAC (2024)
Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Elena Hernández-Pereira, Beatriz Pérez-Sánchez
An effective and efficient green federated learning method for one-layer neural networks. SAC (2024)
José Bobes-Bascarán, Eduardo Mosqueira-Rey, Ángel Fernández-Leal, Elena Hernández-Pereira, David Alonso-Ríos, Vicente Moret-Bonillo, Israel Figueirido-Arnoso, Yolanda Vidal-Ínsua
Evaluating Explanatory Capabilities of Machine Learning Models in Medical Diagnostics: A Human-in-the-Loop Approach. CoRR (2024)
Eduardo Mosqueira-Rey, Elena Hernández-Pereira, José Bobes-Bascarán, David Alonso-Ríos, Alberto Pérez-Sánchez, Ángel Fernández-Leal, Vicente Moret-Bonillo, Yolanda Vidal-Ínsua, Francisca Vázquez-Rivera
Addressing the data bottleneck in medical deep learning models using a human-in-the-loop machine learning approach. Neural Comput. Appl. 36 (5) (2024)
David Vázquez-Lema, Eduardo Mosqueira-Rey, Elena Hernández-Pereira, Carlos Fernandez-Lozano, Fernando Seara-Romera, Jorge Pombo-Otero
Segmentation, Classification and Interpretation of Breast Cancer Medical Images using Human-in-the-Loop Machine Learning. CoRR (2024)
Eduardo Mosqueira-Rey, David Vázquez-Lema, Elena Hernández-Pereira
Evaluating Curriculum Learning Strategies for Pancreatic Cancer Prediction. ESANN (2023)
Eduardo Mosqueira-Rey, Alberto Pérez-Sánchez, Elena Hernández-Pereira, David Alonso-Ríos, José Bobes-Bascarán, Ángel Fernández-Leal, Vicente Moret-Bonillo, Yolanda Vidal-Ínsua, Francisca Vázquez-Rivera
Human-in-the-Loop Machine Learning for the Treatment of Pancreatic Cancer. IJCNN (2023)
Eduardo Mosqueira-Rey, Elena Hernández-Pereira, David Alonso-Ríos, José Bobes-Bascarán, Ángel Fernández-Leal
Human-in-the-loop machine learning: a state of the art. Artif. Intell. Rev. 56 (4) (2023)
Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Elena Hernández-Pereira, Beatriz Pérez-Sánchez
An effective and efficient green federated learning method for one-layer neural networks. CoRR (2023)
Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Elena Hernández-Pereira, Beatriz Pérez-Sánchez
FedHEONN: Federated and homomorphically encrypted learning method for one-layer neural networks. Future Gener. Comput. Syst. 149 (2023)
José Bobes-Bascarán, Alberto Pérez-Sánchez, Eduardo Mosqueira-Rey, David Alonso-Ríos, Elena Hernández-Pereira
Using Active Learning to Improve the Treatment Selection on Pancreatic Cancer Patients. XoveTIC (2022)
Eduardo Mosqueira-Rey, Elena Hernández-Pereira, David Alonso-Ríos, José Bobes-Bascarán
A classification and review of tools for developing and interacting with machine learning systems. SAC (2022)
Elena Hernández-Pereira, Oscar Fontenla-Romero, Verónica Bolón-Canedo, Brais Cancela-Barizo, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Machine learning techniques to predict different levels of hospital care of CoVid-19. Appl. Intell. 52 (6) (2022)
Elena Hernández-Pereira, Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez
Federated Learning approach for SpectralClustering. ESANN (2021)
Isaac Fernández-Varela, Elena Hernández-Pereira, Diego Álvarez-Estévez, Vicente Moret-Bonillo
A Convolutional Network for Sleep Stages Classification. CoRR (2019)
Isaac Fernández-Varela, Dimitrios Athanasakis, Samuel Parsons, Elena Hernández-Pereira, Vicente Moret-Bonillo
Sleep staging with deep learning: a convolutional model. ESANN (2018)
Isaac Fernández-Varela, Diego Álvarez-Estévez, Elena Hernández-Pereira, Vicente Moret-Bonillo
Outlining a simple and robust method for the automatic detection of EEG arousals. ESANN (2017)
Isaac Fernández-Varela, Elena Hernández-Pereira, Diego Álvarez-Estévez, Vicente Moret-Bonillo
Combining machine learning models for the automatic detection of EEG arousals. Neurocomputing 268 (2017)
Isaac Fernández-Varela, Diego Álvarez-Estévez, Elena Hernández-Pereira, Vicente Moret-Bonillo
A simple and robust method for the automatic scoring of EEG arousals in polysomnographic recordings. Comput. Biol. Medicine 87 (2017)
Isaac Fernández-Varela, Elena Hernández-Pereira, Diego Álvarez-Estévez, Vicente Moret-Bonillo
Automatic detection of EEG arousals. ESANN (2016)
Elena Hernández-Pereira, Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Diego Álvarez-Estévez, Vicente Moret-Bonillo, Amparo Alonso-Betanzos
A comparison of performance of K-complex classification methods using feature selection. Inf. Sci. 328 (2016)
Elena Hernández-Pereira, Diego Álvarez-Estévez, Vicente Moret-Bonillo
Improving detection of apneic events by learning from examples and treatment of missing data. InMed (2014)
Diego Álvarez-Estévez, José María Fernández-Pastoriza, Elena Hernández-Pereira, Vicente Moret-Bonillo
A method for the automatic analysis of the sleep macrostructure in continuum. Expert Syst. Appl. 40 (5) (2013)
Bertha Guijarro-Berdiñas, Elena Hernández-Pereira, Diego Peteiro-Barral
A mixture of experts for classifying sleep apneas. Expert Syst. Appl. 39 (8) (2012)
Diego Álvarez-Estévez, José María Fernández-Pastoriza, Elena Hernández-Pereira, Vicente Moret-Bonillo
On the Continuous Evaluation of the Macrostructure of Sleep. KES (2012)
Javier Novo Rodriguez, Mariano Cabrero Canosa, Elena Hernández-Pereira
Improving Electrical Power Grid Visualization Using Geometry Shaders. CGIV (2011)
Elena Hernández-Pereira, Juan A. Suárez-Romero, Oscar Fontenla-Romero, Amparo Alonso-Betanzos
Conversion methods for symbolic features: A comparison applied to an intrusion detection problem. Expert Syst. Appl. 36 (7) (2009)
Bertha Guijarro-Berdiñas, Elena Hernández-Pereira, Diego Peteiro-Barral
Classifying Sleep Apneas Using Neural Networks and a Combination of Experts. CAEPIA (2009)
Maríano Javier Cabrero Canosa, María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernández-Pereira, Vicente Moret-Bonillo, M. Martin-Egaña, H. Verea-Hernando
An intelligent system for the detection and interpretation of sleep apneas. Expert Syst. Appl. 24 (4) (2003)
Amparo Alonso-Betanzos, Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Elena Hernández-Pereira, Maria Inmaculada Paz-Andrade, Eulogio Jimenez, Jose Luis Legido, Tarsy Carballas
An intelligent system for forest fire risk prediction and fire fighting management in Galicia. Expert Syst. Appl. 25 (4) (2003)
Amparo Alonso-Betanzos, Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Elena Hernández-Pereira, Juan Canda, Eulogio Jimenez, Jose Luis Legido, Susana Muñiz, Cristina Paz-Andrade, Maria Inmaculada Paz-Andrade
A Neural Network Approach for Forestal Fire Risk Estimation. ECAI (2002)
Maríano Javier Cabrero Canosa, María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernández-Pereira, Vicente Moret-Bonillo
Temporal Issues in the Intelligent Interpretation of the Sleep Apnea Syndrome. AIME (2001)
Vicente Moret-Bonillo, Jorge Díaz-Fernández, Elena Hernández-Pereira
A Neural Network Approach for Symbolic Interpretation in Critical Care. IWANN (1997)