Antti Airola

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 )

Stochastic limited memory bundle algorithm for clustering in big data (2025)

Pattern Recognition

Karmitsa, Napsu; Eronen, Ville-Pekka; Mäkelä, Marko M.; Pahikkala, Tapio; Airola, Antti

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Hospital Participation in Federated Learning: Evaluating Sustainability and Clinical Utility (2025)

Annual International Conference of the IEEE Engineering in Medicine and Biology Society

Kazlouski, Andrei; Montoya Perez, Ileana; Pahikkala, Tapio; Airola, Antti

(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)

Continuous Radar-based Heart Rate Monitoring using Autocorrelation-based Algorithm in Intensive Care Unit (2025)

IEEE Journal of Biomedical and Health Informatics

Seifizarei, Sepehr; Elnaggar, Ismail; Anzanpour, Arman; Sandelin, Jonas; Lahdenoja, Olli; Glassee, Miguel; Castro, Ivan D.; Torfs, Tom; van de Poll, Marcel C. G.; Airola, Antti; Kaisti, Matti; Koivisto, Tero

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Towards practical federated learning and evaluation for medical prediction models (2025)

International Journal of Medical Informatics

Kazlouski, Andrei; Montoya, Perez Ileana; Noor, Faiza; Högerman, Mikael; Ettala, Otto; Pahikkala, Tapio; Airola, Antti

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Determining the ground truth for the prediction of delirium in adult patients in acute care: a scoping review (2025)

JAMIA OPEN

Schöler, Lili M.; Graf, Lisa; Airola, Antti; Ritzi, Alexander; Simon, Michael; Peltonen, Laura-Maria

(A2 Vertaisarvioitu katsausartikkeli tieteellisessä lehdessä)

Response to Commentary by Dehaene et al. on Synthetic Discovery is not only a Problem of Differentially Private Synthetic Data (2025)

Methods of Information in Medicine

Montoya Perez, Ileana; Movahedi, Parisa; Nieminen, Valtteri; Airola, Antti; Pahikkala, Tapio

(B1 Vertaisarvioimaton kirjoitus tieteellisessä lehdessä )

Cross-Dataset Validation of a Sensor Agnostic Seismocardiography Peak Detection Method (2025)

Elnaggar, Ismail; Seifizarei, Sepehr; Sandelin, Jonas; Lahdenoja, Olli; Airola, Antti; Kaisti, Matti

(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)

Limited memory bundle DC algorithm for sparse pairwise kernel learning (2025)

Journal of Global Optimization

Karmitsa, Napsu; Joki, Kaisa; Airola, Antti; Pahikkala, Tapio

(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )

Predicting pairwise interaction affinities with ℓ0-penalized least squares-a nonsmooth bi-objective optimization based approach∗ (2024)

Optimization Methods and Software

Paasivirta Pauliina, Numminen Riikka, Airola Antti, Karmitsa Napsu, Pahikkala Tapio

(Vertaisarvioitu alkuperäisartikkeli tai data-artikkeli tieteellisessä aikakauslehdessä (A1))

Antti

Airola

Ota yhteyttä

Linkit

Asiantuntijuusalueet

Julkaisut

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

Stochastic limited memory bundle algorithm for clustering in big data (2025)

Hospital Participation in Federated Learning: Evaluating Sustainability and Clinical Utility (2025)

Continuous Radar-based Heart Rate Monitoring using Autocorrelation-based Algorithm in Intensive Care Unit (2025)

Towards practical federated learning and evaluation for medical prediction models (2025)

Determining the ground truth for the prediction of delirium in adult patients in acute care: a scoping review (2025)

Response to Commentary by Dehaene et al. on Synthetic Discovery is not only a Problem of Differentially Private Synthetic Data (2025)

Cross-Dataset Validation of a Sensor Agnostic Seismocardiography Peak Detection Method (2025)

Limited memory bundle DC algorithm for sparse pairwise kernel learning (2025)

Predicting pairwise interaction affinities with ℓ0-penalized least squares-a nonsmooth bi-objective optimization based approach∗ (2024)