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Andrea Campagner
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Detection of COVID-19 infection from routine blood exams with machine learning: a feasibility study
D Brinati, A Campagner, D Ferrari, M Locatelli, G Banfi, F Cabitza
Journal of medical systems 44 (8), 1-12, 2020
2352020
Development, evaluation, and validation of machine learning models for COVID-19 detection based on routine blood tests
F Cabitza, A Campagner, D Ferrari, C Di Resta, D Ceriotti, E Sabetta, ...
Clinical Chemistry and Laboratory Medicine (CCLM) 59 (2), 421-431, 2021
902021
The need to separate the wheat from the chaff in medical informatics: Introducing a comprehensive checklist for the (self)-assessment of medical AI studies
F Cabitza, A Campagner
International Journal of Medical Informatics 153, 104510, 2021
552021
Bridging the “last mile” gap between AI implementation and operation:“data awareness” that matters
F Cabitza, A Campagner, C Balsano
Annals of translational medicine 8 (7), 2020
382020
Ground truthing from multi-rater labeling with three-way decision and possibility theory
A Campagner, D Ciucci, CM Svensson, MT Figge, F Cabitza
Information Sciences 545, 771-790, 2021
302021
Three-way decision for handling uncertainty in machine learning: A narrative review
A Campagner, F Cabitza, D Ciucci
International Joint Conference on Rough Sets, 137-152, 2020
302020
The importance of being external. methodological insights for the external validation of machine learning models in medicine
F Cabitza, A Campagner, F Soares, LG de Guadiana-Romualdo, F Challa, ...
Computer Methods and Programs in Biomedicine 208, 106288, 2021
272021
The three-way-in and three-way-out framework to treat and exploit ambiguity in data
A Campagner, F Cabitza, D Ciucci
International Journal of Approximate Reasoning 119, 292-312, 2020
262020
As if sand were stone. New concepts and metrics to probe the ground on which to build trustable AI
F Cabitza, A Campagner, LM Sconfienza
BMC Medical Informatics and Decision Making 20 (1), 1-21, 2020
252020
Orthopartitions and soft clustering: soft mutual information measures for clustering validation
A Campagner, D Ciucci
Knowledge-Based Systems 180, 51-61, 2019
242019
Toward a perspectivist turn in ground truthing for predictive computing
V Basile, F Cabitza, A Campagner, M Fell
arXiv preprint arXiv:2109.04270, 2021
232021
Interpretable heartbeat classification using local model-agnostic explanations on ECGs
I Neves, D Folgado, S Santos, M Barandas, A Campagner, L Ronzio, ...
Computers in Biology and Medicine 133, 104393, 2021
212021
Entropy‐based shadowed set approximation of intuitionistic fuzzy sets
A Campagner, V Dorigatti, D Ciucci
International Journal of Intelligent Systems 35 (12), 2117-2139, 2020
162020
The elephant in the machine: Proposing a new metric of data reliability and its application to a medical case to assess classification reliability
F Cabitza, A Campagner, D Albano, A Aliprandi, A Bruno, V Chianca, ...
Applied Sciences 10 (11), 4014, 2020
142020
Three–way classification: ambiguity and abstention in machine learning
A Campagner, F Cabitza, D Ciucci
International Joint Conference on Rough Sets, 280-294, 2019
132019
Assessment and prediction of spine surgery invasiveness with machine learning techniques
A Campagner, P Berjano, C Lamartina, F Langella, G Lombardi, ...
Computers in Biology and Medicine 121, 103796, 2020
122020
Prediction of ICU admission for COVID-19 patients: a machine learning approach based on complete blood count data
L Famiglini, G Bini, A Carobene, A Campagner, F Cabitza
2021 IEEE 34th International Symposium on Computer-Based Medical Systems …, 2021
112021
New frontiers in explainable AI: understanding the GI to interpret the GO
F Cabitza, A Campagner, D Ciucci
International cross-domain conference for machine learning and knowledge …, 2019
112019
Three-way and semi-supervised decision tree learning based on orthopartitions
A Campagner, D Ciucci
International Conference on Information Processing and Management of …, 2018
112018
Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches
A Campagner, F Cabitza, P Berjano, D Ciucci
Information Sciences 579, 347-367, 2021
92021
Il sistema al momento non può eseguire l'operazione. Riprova più tardi.
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