activity
20212024
most citedLightCPPgen: An Explainable Machine Learning Pipeline for Rational Design of Cell Penetrating Peptides

3 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

q-bio.BM2024

Explainable Machine Learning and Deep Learning Models for Predicting TAS2R-Bitter Molecule Interactions

Francesco Ferri, Marco Cannariato, Lorenzo Pallante +2

This work aims to develop explainable models to predict the interactions between bitter molecules and TAS2Rs via traditional machine-learning and deep-learning methods starting fro…

q-bio.BM2024★ 3 cited

LightCPPgen: An Explainable Machine Learning Pipeline for Rational Design of Cell Penetrating Peptides

Gabriele Maroni, Filip Stojceski, Lorenzo Pallante +3

Cell-penetrating peptides (CPPs) are powerful vectors for the intracellular delivery of a diverse array of therapeutic molecules. Despite their potential, the rational design of CP…

q-bio.QM2023★ 2 cited

Dataset of Fluorescence Spectra and Chemical Parameters of Olive Oils

Francesca Venturini, Michela Sperti, Umberto Michelucci +3

This dataset encompasses fluorescence spectra and chemical parameters of 24 olive oil samples from the 2019-2020 harvest provided by the producer Conde de Benalua, Granada, Spain.…

cs.LG2022

Physico-chemical properties extraction from the fluorescence spectrum with 1D-convolutional neural networks: application to olive oil

Francesca Venturini, Michela Sperti, Umberto Michelucci +3

The olive oil sector produces a substantial impact in the Mediterranean's economy and lifestyle. Many studies exist which try to optimize the different steps in the olive oil's pro…

cs.LG2021

A Model-Agnostic Algorithm for Bayes Error Determination in Binary Classification

Umberto Michelucci, Michela Sperti, Dario Piga +2

This paper presents the intrinsic limit determination algorithm (ILD Algorithm), a novel technique to determine the best possible performance, measured in terms of the AUC (area un…

eess.SP2021

Exploration of Spanish Olive Oil Quality with a Miniaturized Low-Cost Fluorescence Sensor and Machine Learning Techniques

Francesca Venturini, Michela Sperti, Umberto Michelucci +5

Extra virgin olive oil (EVOO) is the highest quality of olive oil and is characterized by highly beneficial nutritional properties. The large increase in both consumption and fraud…