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The way that humans encode their emotion into speech signals is complex. For instance, an angry man may increase his pitch and speaking rate, and use impolite words. In this paper, we present a preliminary study on various emotional factors…

Sound · Computer Science 2021-11-25 Haoran Sun , Lantian Li , Thomas Fang Zheng , Dong Wang

Cardiovascular activities are directly related to the response of a body in a stressed condition. Stress, based on its intensity, can be divided into two types i.e. Acute stress (short-term stress) and Chronic stress (long-term stress).…

Machine Learning · Computer Science 2022-10-31 Talha Iqbal , Adnan Elahi , Atif Shahzad , William Wijns

Physiological responses to pain have received increasing attention among researchers for developing an automated pain recognition sensing system. Though less explored, Blood Volume Pulse (BVP) is one of the candidate physiological measures…

Machine Learning · Computer Science 2023-03-21 Fatemeh Pouromran , Yingzi Lin , Sagar Kamarthi

Speech disfluencies, such as filled pauses or repetitions, are disruptions in the typical flow of speech. Stuttering is a speech disorder characterized by a high rate of disfluencies, but all individuals speak with some disfluencies and the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-03 Amrit Romana , Kazuhito Koishida , Emily Mower Provost

The interdisciplinary nature of Child-Robot Interaction (CRI) fosters incorporating measures and methodologies from many established domains. However, when employing CRI approaches to sensitive avenues of health and wellbeing, caution is…

Human-Computer Interaction · Computer Science 2024-02-29 Nida Itrat Abbasi , Guy Laban , Tamsin Ford , Peter B Jones , Hatice Gunes

Electrocardiography analysis is widely used in various clinical applications and Deep Learning models for classification tasks are currently in the focus of research. Due to their data-driven character, they bear the potential to handle…

Signal Processing · Electrical Eng. & Systems 2023-07-04 Theresa Bender , Philip Gemke , Ennio Idrobo-Avila , Henning Dathe , Dagmar Krefting , Nicolai Spicher

This paper presents a comprehensive review of methods covering significant subjective and objective human stress detection techniques available in the literature. The methods for measuring human stress responses could include subjective…

Human-Computer Interaction · Computer Science 2023-06-08 Aamir Arsalan , Muhammad Majid , Imran Fareed Nizami , Waleed Manzoor , Syed Muhammad Anwar , Jihyoung Ryu

Acoustic analyses of infant vocalizations are valuable for research on speech development as well as applications in sound classification. Previous studies have focused on measures of acoustic features based on theories of speech…

Sound · Computer Science 2020-05-27 Mohammad K. Ebrahimpour , Sara Schneider , David C. Noelle , Christopher T. Kello

This paper addresses the problem of automatic detection of voice pathologies directly from the speech signal. For this, we investigate the use of the glottal source estimation as a means to detect voice disorders. Three sets of features are…

Sound · Computer Science 2020-01-06 Thomas Drugman , Thomas Dubuisson , Thierry Dutoit

From the last decade, researchers in the field of machine learning (ML) and assistive developmental robotics (ADR) have taken an interest in artificial empathy (AE) as a possible future paradigm for human-robot interaction (HRI). Humans…

Robotics · Computer Science 2023-10-03 Sharjeel Tahir , Syed Afaq Shah , Jumana Abu-Khalaf

The current practice for assessing neonatal postoperative pain relies on bedside caregivers. This practice is subjective, inconsistent, slow, and discontinuous. To develop a reliable medical interpretation, several automated approaches have…

Computer Vision and Pattern Recognition · Computer Science 2020-12-04 Md Sirajus Salekin , Ghada Zamzmi , Dmitry Goldgof , Rangachar Kasturi , Thao Ho , Yu Sun

Vocal fry or creaky voice refers to a voice quality characterized by irregular glottal opening and low pitch. It occurs in diverse languages and is prevalent in American English, where it is used not only to mark phrase finality, but also…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-28 Bronya R. Chernyak , Talia Ben Simon , Yael Segal , Jeremy Steffman , Eleanor Chodroff , Jennifer S. Cole , Joseph Keshet

Speech intelligibility assessment plays an important role in the therapy of patients suffering from pathological speech disorders. Automatic and objective measures are desirable to assist therapists in their traditionally subjective and…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-28 Tobias Weise , Philipp Klumpp , Kubilay Can Demir , Andreas Maier , Elmar Noeth , Bjoern Heismann , Maria Schuster , Seung Hee Yang

This paper presents a fully automated approach for identifying speech anomalies from voice recordings to aid in the assessment of speech impairments. By combining Connectionist Temporal Classification (CTC) and encoder-decoder-based…

Sound · Computer Science 2023-08-04 Laurin Wagner , Mario Zusag , Theresa Bloder

Current pain assessment within hospitals often relies on self-reporting or non-specific EKG vital signs. This system leaves critically ill, sedated, and cognitively impaired patients vulnerable to undertreated pain and opioid overuse.…

Machine Learning · Computer Science 2025-10-08 Aavid Mathrawala , Dhruv Kurup , Josie Lau

There are different algorithms for vocal fold pathology diagnosis. These algorithms usually have three stages which are Feature Extraction, Feature Reduction and Classification. While the third stage implies a choice of a variety of machine…

Machine Learning · Computer Science 2013-02-08 Vahid Majidnezhad , Igor Kheidorov

Empathy involves understanding other people's situation, perspective, and feelings. In clinical interactions, it helps clinicians establish rapport with a patient and support patient-centered care and decision making. Understanding…

Audio and Speech Processing · Electrical Eng. & Systems 2020-07-03 Zhuohao Chen , James Gibson , Ming-Chang Chiu , Qiaohong Hu , Tara K Knight , Daniella Meeker , James A Tulsky , Kathryn I Pollak , Shrikanth Narayanan

Sentiment analysis has been of long-standing interest in psychotherapy research. Recently, the Transformer deep learning architecture has produced text-based sentiment analysis models that are highly accurate and context-aware. These models…

Computation and Language · Computer Science 2026-05-12 Douglas K. Faust , Peter Awad , Alexandre Vaz , Tony Rousmaniere

Clinical trials assessing neurological treatment are challenging due to the diversity of brain function, and the difficulty in quantifying it. Traditional treatment studies in epilepsy use seizure frequency as the primary outcome measure,…

Applications · Statistics 2025-12-02 Ian Miller , Ann Hyslop , Colin Decker

Mental distress like depression and anxiety contribute to the largest proportion of the global burden of diseases. Automated diagnosis systems of such disorders, empowered by recent innovations in Artificial Intelligence, can pave the way…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-23 Mashrura Tasnim , Malikeh Ehghaghi , Brian Diep , Jekaterina Novikova
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