Ileana Montoya Perez
PhD in Computer Science
iimope@utu.fi : 452B |
Data analysis; Machine learning; Statistics; Databases; Web-development
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- Adoption of the OMOP CDM for Cancer Research: A prostate cancer use-case (2025) OHDSI Europe Symposium 2025 Hatzakis, Manos; Vidakis, Thanos; Montoya Perez, Ileana; Clinckaerts, Andries; Ettala, Otto; Högerman, Mikael; Movahedi, Parisa; Pahikkala, Tapio; Airola, Antti; Everaerts, Wouter; De Vos, Maarten; Chatzichristos, Christos
- Hospital Participation in Federated Learning: Evaluating Sustainability and Clinical Utility (2025)
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society
- Improved diagnostic performance of a phage display antibody-assisted intact free PSA assay as used in the four kallikrein concept applied to the IMPROD/multi-IMPROD study (2025)
- Clinica Chimica Acta
- Response to Letter by Dehaene et al. on Synthetic Discovery is not only a Problem of Differentially Private Synthetic Data (2025)
- Methods of Information in Medicine
- Towards practical federated learning and evaluation for medical prediction models (2025)
- International Journal of Medical Informatics
- Benchmarking Evaluation Protocols for Classifiers Trained on Differentially Private Synthetic Data (2024)
- IEEE Access
- Data analysis with limited data availability: prostate cancer prediction and characterization as a case study (2024) Montoya Perez, Ileana
- Does Differentially Private Synthetic Data Lead to Synthetic Discoveries? (2024)
- Methods of Information in Medicine
- Finnish perspective on using synthetic health data to protect privacy: the PRIVASA project (2024)
- Applied Computing and Intelligence
- Lectin-nanoparticle concept for free PSA glycovariant providing superior cancer specificity (2024)
- Clinica Chimica Acta
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