Antti Airola

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 )

Toward Standardized Quality Evaluation of Synthetic Health Data for the European Health Data Space (2026)

Communications in Computer and Information Science

Alahäivälä, Aino-Lotta I.; Asuroglu, Tunc; Pajula, Juha; Perez, Ileana Montoya; Pahikkala, Tapio; Airola, Antti

(O2 Muu julkaisu )

Predicting and Explaining Parenting Stress 3 Months After Birth Using Generalized Additive Model (2026)

CIN: Computers Informatics Nursing

Niela-Vilen, Hannakaisa; Suuronen, Ilkka; Tervahartiala, Katja; Tuulari, Jetro J.; Airola, Antti; Korja, Riikka; Karlsson, Linnea; Karlsson, Hasse

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

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)

Multimodal Deep Learning for Wound Healing Prediction (2026)

European Journal of Pharmaceutical Sciences

Rojalin, Tatu; Kröger, Aleksi; Koivunotko, Elle; Pörhö, Benjamin; Laaksonen, Timo; Partanen, Jouni; Pridgeon, Chris; Madetoja, Mari; Airola, Antti; Akmal, Jan; Yliperttula, Marjo

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Antti

Airola

Ota yhteyttä

Linkit

Asiantuntijuusalueet

Julkaisut

Järjestä:

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)

Toward Standardized Quality Evaluation of Synthetic Health Data for the European Health Data Space (2026)

Predicting and Explaining Parenting Stress 3 Months After Birth Using Generalized Additive Model (2026)

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

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

Multimodal Deep Learning for Wound Healing Prediction (2026)