Search Results for author: Giovanni Squillero

Found 5 papers, 4 papers with code

COVID-19 Detection from Exhaled Breath

no code implementations30 May 2023 Nicolo Bellarmino, Giorgio Bozzini, Riccardo Cantoro, Francesco Castelletti, Michele Castelluzzo, Carla Ciricugno, Raffaele Correale, Daniela Dalla Gasperina, Francesco Dentali, Giovanni Poggialini, Piergiorgio Salerno, Giovanni Squillero, Stefano Taborelli

The SARS-CoV-2 coronavirus emerged in 2019, causing a COVID-19 pandemic that resulted in 7 million deaths out of 770 million reported cases over the next four years.

Modeling Generalization in Machine Learning: A Methodological and Computational Study

1 code implementation28 Jun 2020 Pietro Barbiero, Giovanni Squillero, Alberto Tonda

As machine learning becomes more and more available to the general public, theoretical questions are turning into pressing practical issues.

BIG-bench Machine Learning

A Novel Outlook on Feature Selection as a Multi-objective Problem

1 code implementation Artificial Evolution 2020 Pietro Barbiero, Evelyne Lutton, Giovanni Squillero, Alberto Tonda

We thus propose a multi-objective optimization approach to feature selection, EvoFS, with the objectives to i. minimize feature subset size, ii.

feature selection

Uncovering Coresets for Classification With Multi-Objective Evolutionary Algorithms

1 code implementation20 Feb 2020 Pietro Barbiero, Giovanni Squillero, Alberto Tonda

A coreset is a subset of the training set, using which a machine learning algorithm obtains performances similar to what it would deliver if trained over the whole original data.

Classification Core set discovery +2

The Maximum Common Subgraph Problem: A Portfolio Approach

1 code implementation18 Aug 2019 Andrea Marcelli, Stefano Quer, Giovanni Squillero

The Maximum Common Subgraph is a computationally challenging problem with countless practical applications.

Data Structures and Algorithms

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