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Affect recognition aims to detect a person's affective state based on observables, with the goal to e.g. provide reasoning for decision making or support mental wellbeing. Recently, besides approaches based on audio, visual or text…

人机交互 · 计算机科学 2018-11-22 Philip Schmidt , Attila Reiss , Robert Duerichen , Kristof Van Laerhoven

Acquisition of labeled training samples for affective computing is usually costly and time-consuming, as affects are intrinsically subjective, subtle and uncertain, and hence multiple human assessors are needed to evaluate each affective…

机器学习 · 计算机科学 2019-03-27 Dongrui Wu , Jian Huang

Studying psychiatric illness has often been limited by difficulties in connecting symptoms and behavior to neurobiology. Computational psychiatry approaches promise to bridge this gap by providing formal accounts of the latent information…

Agents must monitor their partners' affective states continuously in order to understand and engage in social interactions. However, methods for evaluating affect recognition do not account for changes in classification performance that may…

人机交互 · 计算机科学 2025-09-08 Allen Chang , Lauren Klein , Marcelo R. Rosales , Weiyang Deng , Beth A. Smith , Maja J. Matarić

Affective computing plays a key role in human-computer interactions, entertainment, teaching, safe driving, and multimedia integration. Major breakthroughs have been made recently in the areas of affective computing (i.e., emotion…

Affect (emotion) recognition has gained significant attention from researchers in the past decade. Emotion-aware computer systems and devices have many applications ranging from interactive robots, intelligent online tutor to emotion based…

人机交互 · 计算机科学 2016-07-12 Amol Patwardhan , Gerald Knapp

In recent decades, the field of affective computing has made substantial progress in advancing the ability of AI systems to recognize and express affective phenomena, such as affect and emotions, during human-human and human-machine…

人机交互 · 计算机科学 2023-05-19 Leena Mathur , Maja J Matarić , Louis-Philippe Morency

Affective computing has become a very important research area in human-machine interaction. However, affects are subjective, subtle, and uncertain. So, it is very difficult to obtain a large number of labeled training samples, compared with…

机器学习 · 计算机科学 2020-04-02 Chenfeng Guo , Dongrui Wu

Emotions widely affect human decision-making. This fact is taken into account by affective computing with the goal of tailoring decision support to the emotional states of individuals. However, the accurate recognition of emotions within…

计算与语言 · 计算机科学 2018-11-14 Bernhard Kratzwald , Suzana Ilic , Mathias Kraus , Stefan Feuerriegel , Helmut Prendinger

Emotion and a broader range of affective driver states can be a life decisive factor on the road. While this aspect has been investigated repeatedly, the advent of autonomous automobiles puts a new perspective on the role of computer-based…

人机交互 · 计算机科学 2022-03-16 Björn W. Schuller , Dagmar M. Schuller

The increasing integration of machine learning algorithms in daily life underscores the critical need for fairness and equity in their deployment. As these technologies play a pivotal role in decision-making, addressing biases across…

计算机视觉与模式识别 · 计算机科学 2024-05-17 Guanyu Hu , Eleni Papadopoulou , Dimitrios Kollias , Paraskevi Tzouveli , Jie Wei , Xinyu Yang

Affective states have a critical role in driving performance and safety. They can degrade driver situation awareness and negatively impact cognitive processes, severely diminishing road safety. Therefore, detecting and assessing drivers'…

机器学习 · 计算机科学 2019-07-24 Daniel Lopez-Martinez , Neska El-Haouij , Rosalind Picard

One of the challenges in affect recognition is accurate estimation of the emotion intensity level. This research proposes development of an affect intensity estimation model based on a weighted sum of classification confidence levels,…

人机交互 · 计算机科学 2016-07-06 Amol Patwardhan , Gerald Knapp

Human affects are complex paradox and an active research domain in affective computing. Affects are traditionally determined through a self-report based psychometric questionnaire or through facial expression recognition. However, few…

人机交互 · 计算机科学 2021-02-16 Md. Mahbubur Rahman , Akash Poddar , Md. Golam Rabiul Alam , Samrat Kumar Dey

Sensory and emotional experiences such as pain and empathy are essential for mental and physical health. Cognitive neuroscience has been working on revealing mechanisms underlying pain and empathy. Furthermore, as trending research areas,…

人工智能 · 计算机科学 2024-08-27 Siqi Cao , Di Fu , Xu Yang , Stefan Wermter , Xun Liu , Haiyan Wu

A cluster of research in Affective Computing suggests that it is possible to infer some characteristics of users' affective states by analyzing their electrophysiological activity in real-time. However, it is not clear how to use the…

Emotions and other affective states play a pivotal role in cognition and, consequently, the learning process. It is well-established that computer-based learning environments (CBLEs) that can detect and adapt to students' affective states…

人机交互 · 计算机科学 2023-10-24 Felipe de Morais , Diógines Goldoni , Tiago Kautzmann , Rodrigo da Silva , Patricia A. Jaques

Understanding human affect can be used in robotics, marketing, education, human-computer interaction, healthcare, entertainment, autonomous driving, and psychology to enhance decision-making, personalize experiences, and improve emotional…

人机交互 · 计算机科学 2025-10-02 Helen Schneider , Svetlana Pavlitska , Helen Gremmelmaier , J. Marius Zöllner

In this paper we address the problem of multi-cue affect recognition in challenging scenarios such as child-robot interaction. Towards this goal we propose a method for automatic recognition of affect that leverages body expressions…

计算机视觉与模式识别 · 计算机科学 2019-09-06 Panagiotis P. Filntisis , Niki Efthymiou , Petros Koutras , Gerasimos Potamianos , Petros Maragos

Affective brain-computer interfaces are a relatively new area of research in affective computing. Estimation of affective states can improve human-computer interaction as well as improve the care of people with severe disabilities. To…

信号处理 · 电气工程与系统科学 2020-09-28 Md Rakibul Mowla , Rachael I. Cano , Katie J. Dhuyvetter , David E. Thompson
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