What we do

Comparative assessment of synthetic time series generation approaches in healthcare: leveraging patient metadata for accurate data synthesis

ARTICULO  |  BMC Medical Informatics and Decision Making. Vol. 24. N. 1. N. art. 27,

Year: 2024  |  ISBN/ISSN: 1472-6947

Author: ISASA REINOSO, IMANOL   BERISTAIN, ANDONI   ALBERDI ARAMENDI, ANE   LARREA LIZARTZA, XABAT   LONDOÑO, FRANCISCO   EPELDE, GORKA   HERNANDEZ, MIKEL   KONSTANTINIDIS, EVDOKIMOS   BAMIDIS, PANAGIOTIS  

Synthetic Tabular Data Evaluation in the Health Domain Covering Resemblance, Utility, and Privacy Dimensions

ARTICULO  |  Methods of Information in Medicine. Vol. 62(S 01). e19-e38,

Year: 2023  |  ISBN/ISSN: 2511-705X

Author: HERNANDEZ, MIKEL   RANKIN, DEBBIE   ALBERDI ARAMENDI, ANE   EMBADE, NIEVES   GIL-REDONDO, RUBÉN   CILLA, RODRIGO   EPELDE, GORKA  

Effect of incorporating metadata to the generation of synthetic time series in a healthcare context

COMUNICACION_CONGRESO  |  36th International Symposium on Computer-Based Medical Systems (CBMS). 22-24 June 2023, L'Aquila (Italy). IEEE,

Year: 2023  |  ISBN/ISSN: 979-8-3503-1224-9

Author: ISASA REINOSO, IMANOL   EPELDE, GORKA   HERNANDEZ, MIKEL   BAMIDIS, PANAGIOTIS   ALBERDI ARAMENDI, ANE   BERISTAIN, ANDONI   LONDOÑO, FRANCISCO   KONSTANTINIDIS, EVDOKIMOS  

Estimation of the epidemiology of dementia and associated neuropsychiatric symptoms by applying machine learning to real-world data

ARTICULO  |  Revista de Psiquiatría y Salud Mental. Available online 25 March 2021. In Press, Journal Pre-proof

Year: 2022  |  ISBN/ISSN: 1888-9891

Author: MAR MEDINA, JAVIER   GOROSTIZA, ANIA   IBARRONDO OLAGÜENAGA, OLIVER   MAR BARRUTIA, LOREA   IRUIN, ÁLVARO   CERNUDA GARCIA, CARLOS   ALBERDI ARAMENDI, ANE   LARRAÑAGA URIBEETXEBERRIA, IGOR   ARROSPIDE, ARANTZAZU   TAINTA, MIKEL  

Deep learning applied to retinal OCT images to differentiate Parkinson’s disease patients from healthy controls

COMUNICACION_CONGRESO  |  2022 International Congress on Movement Disorders

Year: 2022

Author: BARRENECHEA CARRASCO, MAITANE   ERRAMUZPE ALIAGA, ASIER   AYALA FERNANDEZ, UNAI   GABILONDO, IÑIGO   ROMERO BASCONES, DAVID   MURUETA GOYENA, ANE   GÓMEZ ESTEBAN, JUAN CARLOS   ALBERDI ARAMENDI, ANE  

Incorporation of Synthetic Data Generation Techniques within a Controlled Data Processing Workflow in the Health and Wellbeing Domain

ARTICULO  |  Electronics. Vol. 11. N. 5. N. artículo 812,

Year: 2022  |  ISBN/ISSN: 2079-9292

Author: HERNANDEZ, MIKEL   BERISTAIN, ANDONI   EPELDE UNANUE, GORKA   LARREA LIZARTZA, XABAT   MOLINA MORENO, CRISTINA   ÁLVAREZ SÁNCHEZ, ROBERTO   KONSTANTINIDIS, EVDOKIMOS   BAMIDIS, PANAGIOTIS   TIMOLEON, MICHALIS   ALBERDI ARAMENDI, ANE  

Synthetic data generation for tabular health records: A systematic review

ARTICULO  |  Neurocomputing. Vol. 493. Pp. 28-45,

Year: 2022  |  ISBN/ISSN: 09252312

Author: HERNÁNDEZ JIMÉNEZ, MIKEL   RANKIN, DEBBIE   EPELDE UNANUE, GORKA   ALBERDI ARAMENDI, ANE   CILLA UGARTE, RODRIGO  

Synthetic Subject Generation with Coupled Coherent Time Series Data †

ARTICULO  |  Engineering Proceedings. Vol. 18. N. 1,

Year: 2022

Author: LARREA LIZARTZA, XABAT   RANKIN, DEBBIE   ALBERDI ARAMENDI, ANE   MOLINA, CRISTINA   BERISTAIN, ANDONI   EPELDE, GORKA   HERNANDEZ, MIKEL   KONSTANTINIDIS, EVDOKIMOS   BAMIDIS, PANAGIOTIS  

Comparative Evaluation of Oversampling Techniques for Balancing Metabolic Profiles

COMUNICACION_CONGRESO  |  ICBRA '22: Proceedings of the 9th International Conference on Bioinformatics Research and Applications

Year: 2022  |  ISBN/ISSN: 978-1-4503-9686-8

Author: HERNANDEZ, MIKEL   MACIA, IVÁN   EPELDE, GORKA   GIL-REDONDO, RUBÉN   EMBADE, NIEVES   ALBERDI ARAMENDI, ANE   MILLET, ÓSCAR  

Spatial characterization of the effect of age and sex on macular layer thicknesses and foveal pit morphology

ARTICULO  |  Plos One. Vol. 17. N. 12. N. artículo e0278925.

Year: 2022  |  ISBN/ISSN: 1932-6203

Author: ROMERO BASCONES, DAVID   ERRAMUZPE ALIAGA, ASIER   ALBERDI ARAMENDI, ANE   GÓMEZ ESTEBAN, JUAN CARLOS   AYALA FERNANDEZ, UNAI   MURUETA GOYENA, ANE   GALDÓS, MARTA   TEIJEIRA, SARA   BARRENECHEA CARRASCO, MAITANE   GABILONDO, IÑIGO  

Monitorización longitudinal de la compliancia pulmonar basada en la TIE en pacientes infectados por COVID-19

COMUNICACION_CONGRESO  |  Libro de Actas XXXIX Congreso Anual de la Sociedad Española de Ingeniería Biomédica. Pp. 10-13

Year: 2021  |  ISBN/ISSN: 978-84-09-36054-3

Author: ISASA REINOSO, IMANOL   MÖLLER, KNUT   LOVAS, ANDRAS   CHEN, RONGQUING   BARRENECHEA CARRASCO, MAITANE   ALBERDI ARAMENDI, ANE  

Validation of Random Forest Machine Learning Models to Predict Dementia-Related Neuropsychiatric Symptoms in Real-World Data

ARTICULO  |  Journal of Alzheimer's Disease. Vol. 77. N. 2. Pp. 855-864,

Year: 2020  |  ISBN/ISSN: 1387-2877 Print

Author: MAR MEDINA, JAVIER   TAINTA, MIKEL   ALBERDI ARAMENDI, ANE   EZPELETA GALLASTEGI, ENAITZ   GOROSTIZA, ANIA   ARROSPIDE, ARANTZAZU   CERNUDA GARCIA, CARLOS   IBARRONDO OLAGÜENAGA, OLIVER   LARRAÑAGA URIBEETXEBERRIA, IGOR   IRUIN, ÁLVARO  

Aging Modulates the Resting Brain after a Memory Task: A Validation Study from Multivariate Models

ARTICULO  |  Entropy. Vol. 21. Nº 4. 411. 17 April,

Year: 2019  |  ISBN/ISSN: 1099430

Author: ARTOLA BALDA, GARAZI   HERNÁNDEZ LORCA, MARÍA   ISUSQUIZA GARCIA, ERIK   ERRARTE YARZA, ANE   ALBERDI ARAMENDI, ANE   SOLESIO JOFRE, ELENA   BARRENECHEA CARRASCO, MAITANE  

Understanding human response to tactile stimuli: A Machine Learning approach

COMUNICACION_CONGRESO  |  XXXVI Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB). Libro de Actas. Ciudad Real, 21-23 noviembre. Ediciones VISILAB,

Year: 2018  |  ISBN/ISSN: 9788409062539

Author: VARELA LENIZ, IRENE   ALBERDI ARAMENDI, ANE   BARRENECHEA CARRASCO, MAITANE   CHINELLATO, ERIS  

Automatic assessment of functional health decline in older adults based on smart home data

ARTICULO  |  Journal of Biomedical Informatics. Vol. 81. Pp. 119-130. May,

Year: 2018  |  ISBN/ISSN: 15320464

Author: ALBERDI ARAMENDI, ANE   AZTIRIA GOENAGA, ASIER   COOK, DIANE   WEAKLEY, ALYSSA   SCHMITTER-EDGECOMBE, MAUREEN  

Aging effects on resting state networks after an emotional memory task

COMUNICACION_CONGRESO  |  CASEIB 2018: XXXVI Congreso Anual de la Sociedad Española de Ingeniería Biomédica. Libro de Actas. Ciudad Real, 21-23 noviembre. Pp. 271- 274. Ediciones VISILAB,

Year: 2018  |  ISBN/ISSN: 9788409062539

Author: ARTOLA BALDA, GARAZI   ERRARTE YARZA, ANE   BARRENECHEA CARRASCO, MAITANE   ISUSQUIZA GARCIA, ERIK   ALBERDI ARAMENDI, ANE  

Smart home-based prediction of multidomain symptoms related to Alzheimer's Disease

ARTICULO  |  IEEE Journal of Biomedical and Health Informatics. IEEE. 25 January,

Year: 2018  |  ISBN/ISSN: 21682194

Author: ALBERDI ARAMENDI, ANE   BASARAB, ADRIAN   COOK, DIANE   BARRENECHEA CARRASCO, MAITANE   SCHMITTER-EDGECOMBE, MAUREEN   WEAKLEY, ALYSSA   AZTIRIA GOENAGA, ASIER  

Using smart offices to predict occupational stress

ARTICULO  |  International Journal of Industrial Ergonomics. Vol. 67. Pp. 13–26. September,

Year: 2018  |  ISBN/ISSN: 01698141

Author: ALBERDI ARAMENDI, ANE   AZTIRIA GOENAGA, ASIER   BASARAB, ADRIAN   COOK, DIANE  

Influencia de la frecuencia respiratoria inducida en los valores HRV

COMUNICACION_CONGRESO  |  CASEIB 2017: XXXV Congreso anual de la Sociedad Espa˜ñola de Ingeniería Biomédica : Libro de actas, Bilbao 29 de Noviembre-1 de Diciembre. Editores científicos, Raimon Jané Campos et al. Pp. 367-370. Euskal Herriko Unibertsitateko Argitalpen Zerbitzua,

Year: 2017  |  ISBN/ISSN: 9788490827970

Author: CALVO FERNÁNDEZ, MARTA   AYALA FERNANDEZ, UNAI   ALBERDI ARAMENDI, ANE   BARRENECHEA CARRASCO, MAITANE   DÍAZ CARRIET, OLATZ  

On the early diagnosis of Alzheimer's Disease from multimodal signals : a survey

ARTICULO  |  Artificial Intelligence in Medicine. Vol. 71. Pp. 1–29. July,

Year: 2016  |  ISBN/ISSN: 09333657

Author: ALBERDI ARAMENDI, ANE   AZTIRIA GOENAGA, ASIER   BASARAB, ADRIAN  

Towards an automatic early stress recognition system for office environments based on multimodal measurements : a review

ARTICULO  |  Journal of Biomedical Informatics. Volume.59. Pp.49-75. February,

Year: 2016  |  ISBN/ISSN: 15320464

Author: ALBERDI ARAMENDI, ANE   AZTIRIA GOENAGA, ASIER   BASARAB, ADRIAN