Evaluation of machine learning algorithms and explainability techniques to detect hearing loss from a speech-in-noise screening test

M Lenatti, PA Moreno-Sánchez, EM Polo… - American Journal of …, 2022 - pubs.asha.org
Purpose: The aim of this study was to analyze the performance of multivariate machine
learning (ML) models applied to a speech-in-noise hearing screening test and investigate …

Evaluation of a novel speech-in-noise test for hearing screening: Classification performance and transducers' characteristics

M Zanet, EM Polo, M Lenatti… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
One of the current gaps in teleaudiology is the lack of methods for adult hearing screening
viable for use in individuals of unknown language and in varying environments. We have …

Development and preliminary evaluation of a novel adaptive staircase procedure for automated speech-in-noise testing

M Zanet, EM Polo, G Rocco… - 2019 41st Annual …, 2019 - ieeexplore.ieee.org
This article introduces a novel automated staircase procedure for a speech-in-noise test
based on Vowel-Consonant-Vowel (VCV) stimuli. Conventional staircase procedures are …

Development and evaluation of a novel method for adult hearing screening: Towards a dedicated smartphone app

EM Polo, M Zanet, M Lenatti, T van Waterschoot… - IoT Technologies for …, 2021 - Springer
Towards implementation of adult hearing screening tests that can be delivered via a mobile
app, we have recently designed a novel speech-in-noise test based on the following …

Development and evaluation of a novel adaptive staircase procedure for automated speech-in-noise testing

E POLO, M ZANET - 2017 - politesi.polimi.it
Abstract According to the World Health Organization, 466 million people worldwide have
disabling hearing loss, and this number will almost double by 2050, ie one person every ten …

Automated detection of hearing loss by machine learning approaches applied to speech-in-noise testing for adult hearing screening

M LENATTI - 2019 - politesi.polimi.it
Hearing loss is the fourth leading cause of disability worldwide, with almost half a billion
people affected. Despite its significant burden, hearing loss is often underestimated and it is …

[PDF][PDF] Evaluation of a Novel Speech-in-Noise Test for Hearing Screening at a Distance: Classification Performance and Transducers' Characteristics

M Zanet, EM Polo, M Lenatti, T van Waterschoot… - iris.uniroma1.it
One of the current gaps in teleaudiology is the lack of methods for adult hearing screening
that are accurate and reliable in individuals of unknown language and in varying …