@misc{Alek2024b,title={PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification},author={Fröhlich, Alek and Ramos, Thiago and Cabello, Gustavo and Buzatto, Isabela and Izbicki, Rafael and Tiezzi, Daniel},year={2024},eprint={2408.15458},archiveprefix={arXiv},primaryclass={cs.LG},}
Machine learning can reliably predict malignancy of breast lesions based on clinical and ultrasonographic features
Isabela Carlotti Buzatto, Sarah Abud Recife, Licerio Miguel, and 7 more authors
@article{Buzatto2024,title={Machine learning can reliably predict malignancy of breast lesions based on clinical and ultrasonographic features},author={Buzatto, Isabela Carlotti and Recife, Sarah Abud and Miguel, Licerio and Onari, Nilton and Faim, Ana Luiza Peloso and Bonini, Ruth Morais and Silvestre, Liliane and Carlotti, Danilo Panzeri and Fr\"{o}hlich, Alek and Tiezzi, Daniel Guimar{\~{a}}es},journal={Breast Cancer Research and Treatment},year={2024},month=jul,publisher={Springer Science and Business Media LLC},}
Elements of learning theory and their application in the prediction of malignancy of breast lesions
@conference{Buono2024,title={Molecular/genomic profile enhances prediction of response to target therapy in HER2-positive breast cancer},author={Tiezzi, Daniel and Buono, Fabiana and Fröhlich, Alek and Pagnotta, Stefano},booktitle={ESMO Open 2024},organization={ESMO},year={2024},month=feb,}
2023
Computational pathology pipeline enables quantification of intratumor heterogeneity and tumor-infiltrating lymphocyte score
Daniel Tiezzi, Alek Fröhlich, Stefano Pagnotta, and 1 more author
@conference{Alek2023,title={Computational pathology pipeline enables quantification of intratumor heterogeneity and tumor-infiltrating lymphocyte score},author={Tiezzi, Daniel and Fröhlich, Alek and Pagnotta, Stefano and Chahud, Fernando},booktitle={ESMO Immuno-Oncology Congress 2023},organization={ESMO},year={2023},month=dec,}
2022
Foundations of machine learning: functional analysis with an eye to kernel methods
