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Background: An early diagnosis together with an accurate disease progression monitoring of multiple sclerosis is an important component of successful disease management. Prior studies have established that multiple sclerosis is correlated…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-28 Emil Svoboda , Tomáš Bořil , Jan Rusz , Tereza Tykalová , Dana Horáková , Charles R. G. Guttman , Krastan B. Blagoev , Hiroto Hatabu , Vlad I. Valtchinov

This paper presents EffortNet, a novel deep learning framework for decoding individual listening effort from electroencephalography (EEG) during speech comprehension. Listening effort represents a significant challenge in speech-hearing…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-22 Ching-Chih Sung , Cheng-Hung Hsin , Yu-Anne Shiah , Bo-Jyun Lin , Yi-Xuan Lai , Chia-Ying Lee , Yu-Te Wang , Borchin Su , Yu Tsao

The MUSHRA framework is widely used for detecting subtle audio quality differences but traditionally relies on expert listeners in controlled environments, making it costly and impractical for model development. As a result, objective…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-03 Laura Lechler , Chamran Moradi , Ivana Balic

Hearing research requires a calibrated sound source, traditionally as lab equipment. Online research is quicker and more inclusive, but most participants lack calibration equipment and their sound sources are uncalibrated and diverse. This…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-30 Ivan Vican , Hugo De Moraes , Chongjun Liao , Nathnael H. Tsegaye , William O'Gara , Jasper Inamoto , Denis G. Pelli

Due to the nature of pure-tone audiometry test, hearing loss data often has a complicated correlation structure. Generalized estimating equation (GEE) is commonly used to investigate the association between exposures and hearing loss,…

Methodology · Statistics 2025-08-13 Zhuoran Wei , Hanbing Zhu , Sharon Curhan , Gary Curhan , Molin Wang

Automatic classification of disordered speech can provide an objective tool for identifying the presence and severity of speech impairment. Classification approaches can also help identify hard-to-recognize speech samples to teach ASR…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-09 Subhashini Venugopalan , Joel Shor , Manoj Plakal , Jimmy Tobin , Katrin Tomanek , Jordan R. Green , Michael P. Brenner

Earable acoustic sensing offers a powerful and non-invasive modality for capturing fine-grained auditory and physiological signals directly from the ear canal, enabling continuous and context-aware monitoring of cognitive states. As earable…

Human-Computer Interaction · Computer Science 2025-12-23 Xijia Wei , Ting Dang , Khaldoon Al-Naimi , Yang Liu , Fahim Kawsar , Alessandro Montanari

In this study, the reliability of identified risk factors associated with osteoporosis is investigated using a new clustering-based method on electronic medical records. This study proposes utilizing a new CLustering Iterations Framework…

Machine Learning · Computer Science 2024-05-28 Mikayla Calitis

Peer-grouping is used in many sectors for organisational learning, policy implementation, and benchmarking. Clustering provides a statistical, data-driven method for constructing meaningful peer groups, but peer groups must be compatible…

Applications · Statistics 2021-07-14 Daniel William Kennedy , Jessica Cameron , Paul Pao-Yen Wu , Kerrie Mengersen

Manual annotation of audio datasets is labour intensive, and it is challenging to balance label granularity with acoustic separability. We introduce AuditoryHuM, a novel framework for the unsupervised discovery and clustering of auditory…

Sound · Computer Science 2026-02-24 Henry Zhong , Jörg M. Buchholz , Julian Maclaren , Simon Carlile , Richard F. Lyon

The selection of maskers and playback gain levels in a soundscape augmentation system is crucial to its effectiveness in improving the overall acoustic comfort of a given environment. Traditionally, the selection of appropriate maskers and…

Audio and Speech Processing · Electrical Eng. & Systems 2022-08-31 Karn N. Watcharasupat , Kenneth Ooi , Bhan Lam , Trevor Wong , Zhen-Ting Ong , Woon-Seng Gan

We conducted a comprehensive analysis of an Automatic Voice Disorders Detection (AVDD) system using existing voice disorder datasets with available demographic metadata. The study involved analysing system performance across various…

Audio and Speech Processing · Electrical Eng. & Systems 2025-04-15 Mariel Estevez , Cyntia Bonomi , Dayana Ribas , Alfonso Ortega , Luciana Ferrer

Noninvasive EEG (electroencephalography) based auditory attention detection could be useful for improved hearing aids in the future. This work is a novel attempt to investigate the feasibility of online modulation of sound sources by…

Neurons and Cognition · Quantitative Biology 2017-11-29 Marzieh Haghighi , Mohammad Moghadamfalahi , Murat Akcakaya , Deniz Erdogmus

This paper presents a summary of the 2019 Unconstrained Ear Recognition Challenge (UERC), the second in a series of group benchmarking efforts centered around the problem of person recognition from ear images captured in uncontrolled…

Audio classification is paramount in a variety of applications including surveillance, healthcare monitoring, and environmental analysis. Traditional methods frequently depend on intricate signal processing algorithms and manually crafted…

Sound · Computer Science 2025-02-24 Amlan Basu , Pranav Chaudhari , Gaetano Di Caterina

Autism spectrum disorder (ASD) remains a challenging condition to diagnose effectively and promptly, despite global efforts in public health, clinical screening, and scientific research. Traditional diagnostic methods, primarily reliant on…

Computers and Society · Computer Science 2025-03-11 Nora Fink

Over the past few decades, computational methods have been developed to estimate perceptual audio quality. These methods, also referred to as objective quality measures, are usually developed and intended for a specific application domain.…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-25 Matteo Torcoli , Thorsten Kastner , Jürgen Herre

Studies involving soundscape perception often exclude participants with hearing loss to prevent impaired perception from affecting experimental results. Participants are typically screened with pure tone audiometry, the "gold standard" for…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-20 Zhen-Ting Ong , Bhan Lam , Kenneth Ooi , Karn N. Watcharasupat , Trevor Wong , Woon-Seng Gan

Speaker diarization has been investigated extensively as an important central task for meeting analysis. Recent trend shows that integration of end-to-end neural (EEND)-and clustering-based diarization is a promising approach to handle…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-15 Keisuke Kinoshita , Marc Delcroix , Tomoharu Iwata

The diverse perceptual consequences of hearing loss severely impede speech communication, but standard clinical audiometry, which is focused on threshold-based frequency sensitivity, does not adequately capture deficits in frequency and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-31 Xiajie Zhou , Candy Olivia Mawalim , Masashi Unoki