Ileana Montoya Perez
 PhD in Computer Science

Senior Researcher,  Data-analytiikka (Department of Computing) iimope@utu.fi Office: 452B ORCID identifier: https://orcid.org/0000-0002-9744-9204 CV.pdf ResearchGate profile GoogleScholar

Publications

  

  

  

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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
  (Abstract)

  
  

• Hospital Participation in Federated Learning: Evaluating Sustainability and Clinical Utility  (2025)  
  • Annual International Conference of the IEEE Engineering in Medicine and Biology Society
  2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Kazlouski, Andrei; Montoya Perez, Ileana; Pahikkala, Tapio; Airola, Antti
  (A4 Refereed article in a conference publication )

  
  

• 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
   Khan, Md. Ferdhos L.; Perez, Ileana M.; Kekki, Henna; Taimen, Pekka; Boström, Peter J.; Jambor, Ivan; Ettala, Otto; Pahikkala, Tapio; Pettersson, Kim
  (A1 Refereed original research article in a scientific journal)

  
  

• 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
   Montoya Perez, Ileana; Movahedi, Parisa; Nieminen, Valtteri; Airola, Antti; Pahikkala, Tapio
  (B1 Non-refereed article in a scientific journal)

  
  

•   (2025)  
  • International Journal of Medical Informatics
   Kazlouski, Andrei; Montoya, Perez Ileana; Noor, Faiza; Högerman, Mikael; Ettala, Otto; Pahikkala, Tapio; Airola, Antti
  (A1 Refereed original research article in a scientific journal)

  
  

•   (2024)  
  • IEEE Access
   Movahedi, Parisa; Nieminen, Valtteri; Perez, Ileana Montoya; Daafane, Hiba; Sukhwal, Dishant; Pahikkala, Tapio; Airola, Antti
  (A1 Refereed original research article in a scientific journal)

  
  

• Data analysis with limited data availability: prostate cancer prediction and characterization as a case study  (2024)   Montoya Perez, Ileana
  (G5 Article dissertation )

  
  

• Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?Lectin-nanoparticle concept for free PSA glycovariant providing superior cancer specificity  (2024)  
  • Methods of Information in MedicineClinica Chimica Acta
   Montoya Perez, Ileana; Movahedi, Parisa; Nieminen, Valtteri; Airola, Antti; Pahikkala, Tapio
  (A1 Refereed original research article in a scientific journal)

  
  

• Finnish perspective on using synthetic health data to protect privacy: the PRIVASA project  (2024)  
  • Applied Computing and Intelligence
   Pitkämäki, Tinja; Pahikkala, Tapio; Montoya Perez, Ileana; Movahedi, Parisa; Nieminen, Valtteri; Southerington, Tom; Vaiste, Juho; Jafaritadi, Mojtaba; Khan, Muhammad Irfan; Kontio, Elina; Ranttila, Pertti; Pajula, Juha; Pölönen, Harri; Degerli, Aysen; Plomp, Johan; Airola, Antti
  (A1 Refereed original research article in a scientific journal)

  
  

•   (2024)  
   Kekki, Henna; Montoya Perez, Ileana; Taimen, Pekka; Boström, Peter; Gidwani, Kamlesh; Pettersson, Kim
  (A1 Refereed original research article in a scientific journal)