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
- Prebiopsy IMPROD Biparametric Magnetic Resonance Imaging Combined with Prostate-Specific Antigen Density in the Diagnosis of Prostate Cancer: An External Validation Study (2019)
- European Urology Oncology
(A1 Refereed original research article in a scientific journal) - Prediction of biochemical recurrence in prostate cancer patients who underwent prostatectomy using routine clinical prostate multiparametric MRI and decipher genomic score (2019)
- Journal of Magnetic Resonance Imaging
(A1 Refereed original research article in a scientific journal) - Qualitative and Quantitative Reporting of a Unique Biparametric MRI: Towards Biparametric MRI-Based Nomograms for Prediction of Prostate Biopsy Outcome in Men With a Clinical Suspicion of Prostate Cancer (IMPROD and MULTI-IMPROD Trials) (2019)
- Journal of Magnetic Resonance Imaging
(A1 Refereed original research article in a scientific journal) - Radiomics and machine learning of multisequence multiparametric prostate MRI: Towards improved non-invasive prostate cancer characterization (2019)
- PLoS ONE
(A1 Refereed original research article in a scientific journal) - Tournament leave-pair-out cross-validation for receiver operating characteristic analysis (2019)
- Statistical Methods in Medical Research
(A1 Refereed original research article in a scientific journal) - Validation of IMPROD biparametric MRI in men with clinically suspected prostate cancer: A prospective multi-institutional trial (2019)
- PLoS Medicine
(A1 Refereed original research article in a scientific journal) - Neoadjuvant Chemotherapy Does Not Increase the Morbidity of Radical Cystectomy: A 10-year Retrspective Nationwide Study (2018)
- European Urology Oncology
(A1 Refereed original research article in a scientific journal) - Prospective evaluation of 18F-FACBC PET/CT and PET/MRI versus multiparametric MRI in intermediate- to high-risk prostate cancer patients (FLUCIPRO trial) (2018)
- European Journal of Nuclear Medicine and Molecular Imaging
(A1 Refereed original research article in a scientific journal) - Assessment of metal ion concentration in water with structured feature selection (2017)
- Chemosphere
(A1 Refereed original research article in a scientific journal) - Fitting methods for intravoxel incoherent motion imaging of prostate cancer on region of interest level: Repeatability and gleason score prediction (2017)
- Magnetic Resonance in Medicine
(A1 Refereed original research article in a scientific journal)



