no code implementations • 30 Nov 2023 • Charles C. Onu, Hemanth K. Sheetha, Arsenii Gorin, Doina Precup
The issue of domain shift remains a problematic phenomenon in most real-world datasets and clinical audio is no exception.
no code implementations • 12 Oct 2023 • Charles C. Onu, Samantha Latremouille, Arsenii Gorin, Junhao Wang, Innocent Udeogu, Uchenna Ekwochi, Peter O. Ubuane, Omolara A. Kehinde, Muhammad A. Salisu, Datonye Briggs, Yoshua Bengio, Doina Precup
Since the 1960s, neonatal clinicians have known that newborns suffering from certain neurological conditions exhibit altered crying patterns such as the high-pitched cry in birth asphyxia.
2 code implementations • 1 May 2023 • David Budaghyan, Charles C. Onu, Arsenii Gorin, Cem Subakan, Doina Precup
This paper describes the Ubenwa CryCeleb dataset - a labeled collection of infant cries - and the accompanying CryCeleb 2023 task, which is a public speaker verification challenge based on cry sounds.
1 code implementation • 8 Oct 2020 • Charles C. Onu, Jacob E. Miller, Doina Precup
Recurrent neural networks (RNNs) are powerful tools for sequential modeling, but typically require significant overparameterization and regularization to achieve optimal performance.
no code implementations • 24 Jun 2019 • Charles C. Onu, Jonathan Lebensold, William L. Hamilton, Doina Precup
Despite continuing medical advances, the rate of newborn morbidity and mortality globally remains high, with over 6 million casualties every year.
no code implementations • 24 Aug 2018 • Charles C. Onu, Lara J. Kanbar, Wissam Shalish, Karen A. Brown, Guilherme M. Sant'Anna, Robert E. Kearney, Doina Precup
Extremely preterm infants commonly require intubation and invasive mechanical ventilation after birth.
no code implementations • 24 Aug 2018 • Charles C. Onu, Lara J. Kanbar, Wissam Shalish, Karen A. Brown, Guilherme M. Sant'Anna, Robert E. Kearney, Doina Precup
After birth, extremely preterm infants often require specialized respiratory management in the form of invasive mechanical ventilation (IMV).
no code implementations • 24 Aug 2018 • Lara J. Kanbar, Charles C. Onu, Wissam Shalish, Karen A. Brown, Guilherme M. Sant'Anna, Robert E. Kearney, Doina Precup
Extremely preterm infants often require endotracheal intubation and mechanical ventilation during the first days of life.
no code implementations • 17 Nov 2017 • Charles C. Onu, Innocent Udeogu, Eyenimi Ndiomu, Urbain Kengni, Doina Precup, Guilherme M. Sant'Anna, Edward Alikor, Peace Opara
Every year, 3 million newborns die within the first month of life.