Ileana Montoya Perez
PhD in Computer Science
iimope@utu.fi Office: 452B ORCID identifier: https://orcid.org/0000-0002-9744-9204 |
Areas of expertise
Data analysis; Machine learning; Statistics; Databases; Web-development
Data analysis; Machine learning; Statistics; Databases; Web-development
Biography
Research
Teaching
Publications
- 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
(B1 Non-refereed article in a scientific journal) - Benchmarking Evaluation Protocols for Classifiers Trained on Differentially Private Synthetic Data (2024)
- IEEE Access
(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? (2024)
- Methods of Information in Medicine
(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
(A1 Refereed original research article in a scientific journal) - Lectin-nanoparticle concept for free PSA glycovariant providing superior cancer specificity (2024)
- Clinica Chimica Acta
(A1 Refereed original research article in a scientific journal) - Diagnosis of prostate cancer with magnetic resonance imaging in men treated with 5-alpha-reductase inhibitors (2023)
- World Journal of Urology
(A1 Refereed original research article in a scientific journal) - Evaluating Classifiers Trained on Differentially Private Synthetic Health Data (2023)
- Proceedings (IEEE International Symposium on Computer-Based Medical Systems)
(A4 Refereed article in a conference publication ) - Nationwide analysis of survival after radical cystectomy for bladder cancer in Finland (2023)
- Acta Oncologica
(A1 Refereed original research article in a scientific journal) - Awareness of Smoking as a Risk Factor in Bladder Cancer: Results from the Prospective FinnBladder 9 Trial (2022)
- European Urology Focus
(A1 Refereed original research article in a scientific journal) - Detection of Prostate Cancer Using Biparametric Prostate MRI, Radiomics, and Kallikreins: A Retrospective Multicenter Study of Men With a Clinical Suspicion of Prostate Cancer (2022)
- Journal of Magnetic Resonance Imaging
(A1 Refereed original research article in a scientific journal) - Individualised non-contrast MRI-based risk estimation and shared decision-making in men with a suspicion of prostate cancer: protocol for multicentre randomised controlled trial (multi-IMPROD V.2.0) (2022)
- BMJ Open
(A1 Refereed original research article in a scientific journal) - Predicting the Need for Biopsy to Detect Clinically Significant Prostate Cancer in Patients with a Magnetic Resonance Imaging–detected Prostate Imaging Reporting and Data System/Likert ≥3 Lesion: Development and Multinational External Validation of the Imperial Rapid Access to Prostate Imaging and Diagnosis Risk Score (2022)
- European Urology
(A1 Refereed original research article in a scientific journal) - Quicksort leave-pair-out cross-validation for ROC curve analysis (2022)
- Computational Statistics
(A1 Refereed original research article in a scientific journal) - The Mount Sinai Prebiopsy Risk Calculator for Predicting any Prostate Cancer and Clinically Significant Prostate Cancer: Development of a Risk Predictive Tool and Validation with Advanced Neural Networking, Prostate Magnetic Resonance Imaging Outcome Database, and European Randomized Study of Screening for Prostate Cancer Risk Calculator (2022)
- European Urology Open Science
(A1 Refereed original research article in a scientific journal) - Combined Use of Prostate-specific Antigen Density and Magnetic Resonance Imaging for Prostate Biopsy Decision Planning: A Retrospective Multi-institutional Study Using the Prostate Magnetic Resonance Imaging Outcome Database (PROMOD). (2021)
- European Urology Oncology
(A1 Refereed original research article in a scientific journal) - Negative Predictive Value of Biparametric Prostate Magnetic Resonance Imaging in Excluding Significant Prostate Cancer: A Pooled Data Analysis Based on Clinical Data from Four Prospective, Registered Studies (2021)
- European Urology Focus
(A1 Refereed original research article in a scientific journal) - Added value of systematic biopsy in men with a clinical suspicion of prostate cancer undergoing biparametric MRI-targeted biopsy: multi-institutional external validation study (2020)
- World Journal of Urology
(A1 Refereed original research article in a scientific journal) - Impact of biparametric prebiopsy prostate magnetic resonance imaging on the diagnostics of clinically significant prostate cancer in biopsy naïve men (2020)
- Scandinavian Journal of Urology
(A1 Refereed original research article in a scientific journal) - Prediction of prostate cancer aggressiveness using 18 F-Fluciclovine (FACBC) PET and multisequence multiparametric MRI (2020)
- Scientific Reports
(A1 Refereed original research article in a scientific journal)