Publications by authors named "Luca Oneto"

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Multi stage generative upscaler recovers low resolution football broadcast images through diffusion models with ControlNet conditioning and LoRA fine tuning.
Luca Martini, Daniele Zolezzi, Saverio Iacono, Luca Oneto, Gianni Viardo Vercelli

Sci Rep· December 2025

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Nine quick tips for trustworthy machine learning in the biomedical sciences.
Luca Oneto, Davide Chicco

PLoS Comput Biol· October 2025

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Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates.
Daniele Angioni, Luca Demetrio, Maura Pintor, Luca Oneto, Davide Anguita

IEEE Trans Pattern Anal Mach Intell· September 2025

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The DBCV index is more informative than DCSI, CDbw, and VIASCKDE indices for unsupervised clustering internal assessment of concave-shaped and density-based clusters.
Davide Chicco, Giuseppe Sabino, Luca Oneto, Giuseppe Jurman

PeerJ Comput Sci· September 2025

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DBSCAN and DBCV application to open medical records heterogeneous data for identifying clinically significant clusters of patients with neuroblastoma.
Davide Chicco, Luca Oneto, Davide Cangelosi

BioData Min· June 2025

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Eight quick tips for biologically and medically informed machine learning.
Luca Oneto, Davide Chicco

PLoS Comput Biol· January 2025

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Eleven quick tips for data cleaning and feature engineering.
Davide Chicco, Luca Oneto, Erica Tavazzi

PLoS Comput Biol· December 2022

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Untargeted LC-HRMS Based-Plasma Metabolomics Reveals 3-O-Methyldopa as a New Biomarker of Poor Prognosis in High-Risk Neuroblastoma.
Sebastiano Barco, Chiara Lavarello, Davide Cangelosi, Martina Morini, Alessandra Eva, Luca Oneto

Front Oncol· June 2022

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Natural language processing for aviation safety: extracting knowledge from publicly-available loss of separation reports.
Irene Buselli, Luca Oneto, Carlo Dambra, Christian Verdonk Gallego, Miguel García Martínez

Open Res Eur· February 2022

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An Enhanced Random Forests Approach to Predict Heart Failure From Small Imbalanced Gene Expression Data.
Davide Chicco, Luca Oneto

IEEE/ACM Trans Comput Biol Bioinform· January 2022

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Computational intelligence identifies alkaline phosphatase (ALP), alpha-fetoprotein (AFP), and hemoglobin levels as most predictive survival factors for hepatocellular carcinoma.
Davide Chicco, Luca Oneto

Health Informatics J· August 2021

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Toward Learning Trustworthily from Data Combining Privacy, Fairness, and Explainability: An Application to Face Recognition.
Danilo Franco, Luca Oneto, Nicolò Navarin, Davide Anguita

Entropy (Basel)· August 2021

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Data analytics and clinical feature ranking of medical records of patients with sepsis.
Davide Chicco, Luca Oneto

BioData Min· February 2021

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Distribution-Dependent Weighted Union Bound.
Luca Oneto, Sandro Ridella

Entropy (Basel)· January 2021

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Learning With Kernels: A Local Rademacher Complexity-Based Analysis With Application to Graph Kernels.
Luca Oneto, Nicolo Navarin, Michele Donini, Sandro Ridella, Alessandro Sperduti

IEEE Trans Neural Netw Learn Syst· October 2018

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A local Vapnik-Chervonenkis complexity.
Luca Oneto, Davide Anguita, Sandro Ridella

Neural Netw· October 2016

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Fully Empirical and Data-Dependent Stability-Based Bounds.
Luca Oneto, Alessandro Ghio, Sandro Ridella, Davide Anguita

IEEE Trans Cybern· September 2015

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Local Rademacher Complexity: sharper risk bounds with and without unlabeled samples.
Luca Oneto, Alessandro Ghio, Sandro Ridella, Davide Anguita

Neural Netw· May 2015

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A deep connection between the Vapnik-Chervonenkis entropy and the Rademacher complexity.
Davide Anguita, Alessandro Ghio, Luca Oneto, Sandro Ridella

IEEE Trans Neural Netw Learn Syst· December 2014

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An improved analysis of the Rademacher data-dependent bound using its self bounding property.
Luca Oneto, Alessandro Ghio, Davide Anguita, Sandro Ridella

Neural Netw· August 2013

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In-sample and out-of-sample model selection and error estimation for support vector machines.
Davide Anguita, Alessandro Ghio, Luca Oneto, Sandro Ridella

IEEE Trans Neural Netw Learn Syst· September 2012

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