Alessia Sarica

18 papers B 3Journal 6Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
The ICeX framework: Brain age estimation from thalamic nuclei with conformalized and eXplainable random forest regression.
Comput. Methods Programs Biomed.
Alessia Sarica, Chiara Camastra, Assunta Pelagi, Fulvia Arcuri, Fabiana Novellino, Aldo Quattrone, Andrea Quattrone
2024 — conf
Brain Morphometry Differences Across Sexes Revealed Through Explainable Artificial Intelligence: A Human Connectome Project Young Adult Study.
LOD (3)
Chiara Camastra, Assunta Pelagi, Andrea Quattrone, Alessia Sarica
2024 — conf
Comparison Between External and Internal Imputation of Missing Values in Longitudinal Data for Alzheimer's Disease Diagnosis.
MetroXRAINE
Federica Aracri, Monica Hernandez, Andrea Quattrone, Alessia Sarica
2024 — conf
Conformal Prediction for Uncertainty Quantification in Brain Age Estimation Using Random Forests Quantile Regression on MRI Features of the HCP Young Adult.
LOD (3)
Alessia Sarica, Chiara Camastra, Assunta Pelagi, Fulvia Arcuri, Andrea Quattrone
2024 — conf
Predicting Psychological Well-being in HCP Young Adult Cohort Using Random Forests Regression and SHAP with NIHTB Emotion Battery.
LOD (3)
Assunta Pelagi, Chiara Camastra, Andrea Quattrone, Alessia Sarica
2023 — conf
Conversion from Mild Cognitive Impairment to Alzheimer's Disease: A Comparison of Tree-Based Machine Learning Algorithms for Survival Analysis.
BI
Alessia Sarica, Federica Aracri, Maria Giovanna Bianco, Maria Grazia Vaccaro, Andrea Quattrone, Aldo Quattrone
2023 J jnl
Explainability of random survival forests in predicting conversion risk from mild cognitive impairment to Alzheimer's disease.
Brain Informatics
Alessia Sarica, Federica Aracri, Maria Giovanna Bianco, Fulvia Arcuri, Andrea Quattrone, Aldo Quattrone
2023 — conf
Impact of Imputation Methods on Supervised Classification: A Multiclass Study on Patients with Parkinson's Disease and Subjects with Scans Without Evidence of Dopaminergic Deficit.
BATS
Federica Aracri, Maria Giovanna Bianco, Andrea Quattrone, Alessia Sarica
2023 B conf
Imputation of missing clinical, cognitive and neuroimaging data of Dementia using missForest, a Random Forest based algorithm.
CBMS
Federica Aracri, Maria Giovanna Bianco, Andrea Quattrone, Alessia Sarica
2022 J jnl
Editorial for the Special Issue on "Machine Learning in Healthcare and Biomedical Application".
Algorithms
Alessia Sarica
2022 J jnl
Insights from the IronTract challenge: Optimal methods for mapping brain pathways from multi-shell diffusion MRI.
NeuroImage
Chiara Maffei, Gabriel Girard, Kurt G. Schilling, Dogu Baran Aydogan, Nagesh Adluru, Andrey Zhylka, Ye Wu, Matteo Mancini, Andac Hamamci, Alessia Sarica, Achille Teillac, Steven H. Baete, Davood Karimi, Fang-Cheng Yeh, Mert E. Yildiz, Ali Gholipour, Yann Bihan-Poudec, Bassem Hiba, Andrea Quattrone, Aldo Quattrone, Tommy Boshkovski, Nikola Stikov, Pew-Thian Yap, Alberto De Luca, Josien P. W. Pluim, Alexander Leemans, Vivek Prabhakaran, Barbara B. Bendlin, Andrew L. Alexander, Bennett A. Landman, Erick Jorge Canales-Rodríguez, Muhamed Barakovic, Jonathan Rafael-Patino, Thomas Yu, Gaëtan Rensonnet, Simona Schiavi, Alessandro Daducci, Marco Pizzolato, Elda Fischi Gomez, Jean-Philippe Thiran, George Dai, Giorgia Grisot, Nikola Lazovski, Santi Puch, Marc Ramos, Paulo Rodrigues, Vesna Prckovska, Robert Jones, Julia Lehman, Suzanne N. Haber, Anastasia Yendiki
2022 — conf
Introducing the Rank-Biased Overlap as Similarity Measure for Feature Importance in Explainable Machine Learning: A Case Study on Parkinson's Disease.
BI
Alessia Sarica, Andrea Quattrone, Aldo Quattrone
2021 J jnl
A Novel Approach for Cognitive Clustering of Parkinsonisms through Affinity Propagation.
Algorithms
Alessia Sarica, Maria Grazia Vaccaro, Andrea Quattrone, Aldo Quattrone
2021 — conf
Explainable Boosting Machine for Predicting Alzheimer's Disease from MRI Hippocampal Subfields.
BI
Alessia Sarica, Andrea Quattrone, Aldo Quattrone
2014 — conf
K-Surfer: A KNIME Extension for the Management and Analysis of Human Brain MRI FreeSurfer/FSL Data.
Brain Informatics and Health
Alessia Sarica, Giuseppe Di Fatta, Mario Cannataro
2013 B conf
Application of different classification techniques on brain morphological data.
CBMS
Alessia Sarica, Claudia Critelli, Pietro Hiram Guzzi, Antonio Cerasa, Aldo Quattrone, Mario Cannataro
2013 J jnl
Data mining and life sciences applications on the grid.
WIREs Data Mining Knowl. Discov.
Mario Cannataro, Pietro Hiram Guzzi, Alessia Sarica
2012 B conf
SySQ: A Web-based system for survey and questionnaire management in medicine.
CBMS
Alessia Sarica, Pietro Hiram Guzzi, Domenico Flotta, Carmelo G. A. Nobile, Mario Cannataro