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In this work we propose a machine learning model for depression detection from transcribed clinical interviews. Depression is a mental disorder that impacts not only the subject's mood but also the use of language. To this end we use a…

计算与语言 · 计算机科学 2020-06-16 D. Xezonaki , G. Paraskevopoulos , A. Potamianos , S. Narayanan

This paper presents our investigations on emotional state categorization from speech signals with a psychologically inspired computational model against human performance under the same experimental setup. Based on psychological studies, we…

计算与语言 · 计算机科学 2010-09-02 Arslan Shaukat , Ke Chen

This paper considers the adaptation of the e-coaching concept at times of emergencies and disasters, through aiding the e-coaching with intelligent tools for monitoring humans' affective state. The states such as anxiety, panic, avoidance,…

人机交互 · 计算机科学 2023-11-08 Kenneth Lai , Svetlana Yanushkevich , Vlad Shmerko

An advanced emotion classification model was developed using a CNN-Transformer architecture for emotion recognition from EEG brain wave signals, effectively distinguishing among three emotional states, positive, neutral and negative. The…

信号处理 · 电气工程与系统科学 2025-11-21 Roman Dolgopolyi , Antonis Chatzipanagiotou

This manuscript presents a methodical examination of the utilization of Artificial Intelligence in the assessment of emotions in texts related to healthcare, with a particular focus on the incorporation of Natural Language Processing and…

计算与语言 · 计算机科学 2024-04-22 Prashant Kumar Nag , Amit Bhagat , R. Vishnu Priya , Deepak kumar Khare

Humans no doubt use language to communicate about their emotional experiences, but does language in turn help humans understand emotions, or is language just a vehicle of communication? This study used a form of artificial intelligence (AI)…

Automatic prediction of emotion promises to revolutionise human-computer interaction. Recent trends involve fusion of multiple data modalities - audio, visual, and physiological - to classify emotional state. However, in practice,…

机器学习 · 计算机科学 2020-04-21 Ross Harper , Joshua Southern

In today's world, stress is a big problem that affects people's health and happiness. More and more people are feeling stressed out, which can lead to lots of health issues like breathing problems, feeling overwhelmed, heart attack,…

机器学习 · 计算机科学 2024-12-11 Ashutosh Singh , Khushdeep Singh , Amit Kumar , Abhishek Shrivastava , Santosh Kumar

Burnout is an occupational syndrome that, like many other professions, affects the majority of software engineers. Past research studies showed important trends, including an increasing use of machine learning techniques to allow for an…

软件工程 · 计算机科学 2026-03-25 Tien Rahayu Tulili , Ayushi Rastogi , Andrea Capiluppi

The widespread adoption of automatic sentiment and emotion classifiers makes it important to ensure that these tools perform reliably across different populations. Yet their reliability is typically assessed using benchmarks that rely on…

计算与语言 · 计算机科学 2026-01-09 Ivan Smirnov , Segun T. Aroyehun , Paul Plener , David Garcia

Mental health poses a significant challenge for an individual's well-being. Text analysis of rich resources, like social media, can contribute to deeper understanding of illnesses and provide means for their early detection. We tackle a…

计算与语言 · 计算机科学 2020-03-18 Ivan Sekulić , Michael Strube

Machine learning has been used to recognize emotions in faces, typically by looking for 8 different emotional states (neutral, happy, sad, surprise, fear, disgust, anger and contempt). We consider two approaches: feature recognition based…

计算机视觉与模式识别 · 计算机科学 2022-08-23 Siddartha Dalal , Sierra Vo , Michael Lesk , Wesley Yuan

Stress detection and monitoring is an active area of research with important implications for the personal, professional, and social health of an individual. Current approaches for affective state classification use traditional machine…

机器学习 · 计算机科学 2021-07-14 Ramesh Kumar Sah , Hassan Ghasemzadeh

Negative emotions are linked to the onset of neurodegenerative diseases and dementia, yet they are often difficult to detect through observation. Physiological signals from wearable devices offer a promising noninvasive method for…

人机交互 · 计算机科学 2025-10-28 Muhammad Irfan , Anum Nawaz , Ayse Kosal Bulbul , Riku Klen , Abdulhamit Subasi , Tomi Westerlund , Wei Chen

Software developers are increasingly using machine learning APIs to implement 'intelligent' features. Studies show that incorporating machine learning into an application increases technical debt, creates data dependencies, and introduces…

软件工程 · 计算机科学 2020-05-28 Maheswaree K Curumsing , Alex Cummaudo , Ulrike Maria Graetsch , Scott Barnett , Rajesh Vasa

The detection of negative emotions through daily activities such as handwriting is useful for promoting well-being. The spread of human-machine interfaces such as tablets makes the collection of handwriting samples easier. In this context,…

计算机视觉与模式识别 · 计算机科学 2022-02-25 Laurence Likforman-Sulem , Anna Esposito , Marcos Faundez-Zanuy , Stephan Clemençon , Gennaro Cordasco

Opinion mining, also known as sentiment analysis, is a subfield of natural language processing (NLP) that focuses on identifying and extracting subjective information in textual material. This can include determining the overall sentiment…

计算与语言 · 计算机科学 2023-08-08 Nour Eddine Zekaoui , Siham Yousfi , Maryem Rhanoui , Mounia Mikram

Many research explore how well computers are able to examine emotions displayed by humans and use that data to perform different tasks. However, there have been very few research which evaluate the computers ability to generate emotion…

人工智能 · 计算机科学 2023-09-06 Balaram Panda

Schizophrenia is a severe yet treatable mental disorder, it is diagnosed using a multitude of primary and secondary symptoms. Diagnosis and treatment for each individual depends on the severity of the symptoms, therefore there is a need for…

人机交互 · 计算机科学 2023-10-26 Niki Maria Foteinopoulou , Ioannis Patras

Affective computing - combining sensor technology, machine learning, and psychology - have been studied for over three decades and is employed in AI-powered technologies to enhance emotional awareness in AI systems, and detect symptoms of…

音频与语音处理 · 电气工程与系统科学 2026-04-21 Anders Rolighed Larsen , Sneha Das , Nicole Nadine Lønfeldt , Paula Petcu , Line Clemmensen