Antti Airola

Evaluation of temporal preservation in synthetic longitudinal patient data (2026)

Journal of Biomedical Informatics

Perkonoja, Katariina; Movahedi, Parisa; Airola, Antti; Auranen, Kari; Virta, Joni

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Rethinking Trust in Synthetic Health Data: Lessons From 7 European Research Initiatives (2026)

Journal of Medical Internet Research

Declerck, Jens; Kalra, Dipak; Airola, Antti; Amer, Ahmed Youssef Ali; Chatzichristos, Christos; del Mar Mañu Pereira, Maria; de Brito Robalo, Bruno M.; Ghini, Francesco; Gutierrez-Torre, Alberto; Hoogteijling, Sem; Hultsch, Susanne; Ramon, Jan; Reidel, Sara; Regazzoni, Francesco; Silva, Luís; Silveira, Inês; Sofia, Tsekeridou; Maes, Christophe

(A2 Vertaisarvioitu katsausartikkeli tieteellisessä lehdessä)

Aperiodic parameters of the fMRI power spectrum associate with preterm birth and neonatal age (2026)

Communications Biology

Suuronen, Ilkka; Luotonen, Silja; Railo, Henry; Airola, Antti; Bano, Wajiha; Merisaari, Harri; Pulli, Elmo P.; Mariani Wigley, Isabella L. C.; Vartiainen, Elena; Hashempour, Niloofar; Karlsson, Hasse; Karlsson, Linnea; Kringelbach, Morten L.; Batalle, Dafnis; Tuulari, Jetro J.

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Flexible framework for generating synthetic electrocardiograms and photoplethysmograms using a parametrized model (2026)

Computer Methods and Programs in Biomedicine

Karhinoja, Katri; Vasankari, Antti; Sirkiä, Jukka-Pekka; Airola, Antti; Wong, David; Kaisti, Matti

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Effect of Sternal Sensor Location on Seismocardiography for Severe Aortic Stenosis Detection (2026)

IEEE Sensors Letters

Elnaggar, Ismail; Pykäri, Jouni; Vasankari, Tuija; Anzanpour, Arman; Kaisti, Matti; Airola, Antti; Savontaus, Mikko; Koivisto, Tero

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Patient Privacy in Differentially Private Diagnostic Models (2026)

Järv, Priit; Pahikkala, Tapio; Airola, Antti

(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)

Securing deep learning models with differential privacy for cardiovascular disease prediction (2026)

Biomedical Signal Processing and Control

Orabe, Zoher; Vasankari, Antti; Pahikkala, Tapio; Kaisti, Matti; Airola, Antti

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Towards Inclusive AI System Development for Disease Risk Prediction: Collecting, Prioritising and Incorporating User Stories from Heterogeneous Stakeholders (2026)

Lecture Notes in Computer Science

Shopland, Nicholas; Burton, Andrew; Brown, David J.; Mahmud, Mufti; Rahman, Muhammad Arifur; Baldwin, David R.; Airola, Antti; Pahikkala, Tapio; Kontio, Elina; Salmi, Jussi; Ferreira, Carlos Alexandre; Pereira, Tânia; Oliveira, Hélder Filipe; Maceda Garcia, Almudena; Chatzichristos, Christos

(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)

Transfer Learning for ECG Classification: Effects of Shared Labels, Granularity, and Fine-Tuning in Small Clinical Datasets (2026)

Proceedings (IEEE International Symposium on Computer-Based Medical Systems)

Patiño, Chito; Kaisti, Matti; Pahikkala, Tapio; Airola, Antti

(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)

Severe aortic stenosis detection using seismocardiography (2026)

Open Heart

Pykäri, Jouni; Elnaggar, Ismail; Kaisti, Matti; Airola, Antti; Koivisto, Tero; Vasankari, Tuija; Savontaus, Mikko

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Antti

Airola

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Evaluation of temporal preservation in synthetic longitudinal patient data (2026)

Rethinking Trust in Synthetic Health Data: Lessons From 7 European Research Initiatives (2026)

Aperiodic parameters of the fMRI power spectrum associate with preterm birth and neonatal age (2026)

Flexible framework for generating synthetic electrocardiograms and photoplethysmograms using a parametrized model (2026)

Effect of Sternal Sensor Location on Seismocardiography for Severe Aortic Stenosis Detection (2026)

Patient Privacy in Differentially Private Diagnostic Models (2026)

Securing deep learning models with differential privacy for cardiovascular disease prediction (2026)

Towards Inclusive AI System Development for Disease Risk Prediction: Collecting, Prioritising and Incorporating User Stories from Heterogeneous Stakeholders (2026)

Transfer Learning for ECG Classification: Effects of Shared Labels, Granularity, and Fine-Tuning in Small Clinical Datasets (2026)

Severe aortic stenosis detection using seismocardiography (2026)