Auditory brainstem response detection using machine learning: a comparison with statistical detection methods

RM McKearney, SL Bell, MA Chesnaye… - Ear and …, 2022 - journals.lww.com
Objectives: The primary objective of this study was to train and test machine learning
algorithms to be able to detect accurately whether EEG data contains an auditory brainstem …

Objective measures for detecting the auditory brainstem response: comparisons of specificity, sensitivity and detection time

MA Chesnaye, SL Bell, JM Harte… - International journal of …, 2018 - Taylor & Francis
Objective: To evaluate and compare the specificity, sensitivity and detection time of various
time-domain and multi-band frequency domain methods when detecting the auditory …

[HTML][HTML] Optimising weighted averaging for auditory brainstem response detection

RM McKearney, SL Bell, MA Chesnaye… - … Signal Processing and …, 2023 - Elsevier
The auditory brainstem response (ABR) is a clinical test used to evaluate hearing
objectively. The aim of this study was to optimise weighted averaging for both residual noise …

The Convolutional Group Sequential Test: reducing test time for evoked potentials

MA Chesnaye, SL Bell, JM Harte… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
When using a statistical test for automatically detecting evoked potentials, the number of
stimuli presented to the subject (the sample size for the statistical test) should be specified at …

A group sequential test for ABR detection

MA Chesnaye, SL Bell, JM Harte… - International Journal of …, 2019 - Taylor & Francis
Objective: To detect the auditory brainstem response (ABR) automatically using an
innovative sequentially applied Hotelling's T 2 test, with the overall goal of optimising test …

Optimising objective detection methods for the auditory brainstem response

MA Chesnaye - 2019 - eprints.soton.ac.uk
Abstract The transient Auditory Brainstem Response (ABR) is a change in neural activity
along the auditory pathway in response to a brief acoustic stimulus. It is typically recorded …