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Missing diversity, equity, and inclusion elements in affective computing datasets directly affect the accuracy and fairness of emotion recognition algorithms across different groups. A literature review reveals how affective computing…

Human-Computer Interaction · Computer Science 2023-09-20 Tessa Verhoef , Eduard Fosch-Villaronga

The wide popularity of digital photography and social networks has generated a rapidly growing volume of multimedia data (i.e., image, music, and video), resulting in a great demand for managing, retrieving, and understanding these data.…

Multimedia · Computer Science 2019-11-14 Sicheng Zhao , Shangfei Wang , Mohammad Soleymani , Dhiraj Joshi , Qiang Ji

People come to social media to satisfy a variety of needs, such as being informed, entertained and inspired, or connected to their friends and community. Hence, to design a ranking function that gives useful and personalized post…

Social and Information Networks · Computer Science 2022-06-27 Jane Dwivedi-Yu , Yi-Chia Wang , Lijing Qin , Cristian Canton-Ferrer , Alon Y. Halevy

The importance and pervasiveness of emotions in our lives makes affective computing a tremendously important and vibrant line of work. Systems for automatic emotion recognition (AER) and sentiment analysis can be facilitators of enormous…

Computation and Language · Computer Science 2022-03-22 Saif M. Mohammad

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…

Human-Computer Interaction · Computer Science 2018-11-22 Philip Schmidt , Attila Reiss , Robert Duerichen , Kristof Van Laerhoven

The proliferation of Artificial Intelligence (AI) in workplaces stands to change the way humans work, with job satisfaction intrinsically linked to work life. Existing research on human-AI collaboration tends to prioritize performance over…

Artificial Intelligence · Computer Science 2024-06-24 Kuntal Ghosh , Shadan Sadeghian

We provide a psychometric-grounded exposition of bias and fairness as applied to a typical machine learning pipeline for affective computing. We expand on an interpersonal communication framework to elucidate how to identify sources of bias…

Machine Learning · Computer Science 2023-05-05 Brandon M Booth , Louis Hickman , Shree Krishna Subburaj , Louis Tay , Sang Eun Woo , Sidney K. DMello

Prior work has mapped which workplace tasks are exposed to AI, but less is known about whether workers perceive these tasks as meaningful or as busywork. We examined: (1) which dimensions of meaningful work do workers associate with tasks…

Computers and Society · Computer Science 2026-03-17 Jaspreet Ranjit , Ke Zhou , Swabha Swayamdipta , Daniele Quercia

With the heightened digitization of the workplace, alongside the rise of remote and hybrid work prompted by the pandemic, there is growing corporate interest in using passive sensing technologies for workplace wellbeing. Existing research…

Human-Computer Interaction · Computer Science 2023-06-07 Anna Kawakami , Shreya Chowdhary , Shamsi T. Iqbal , Q. Vera Liao , Alexandra Olteanu , Jina Suh , Koustuv Saha

The proliferation of Artificial Intelligence (AI) in workplaces is transforming how we work. While existing research on human-AI collaboration at work often prioritizes performance, less is known about their experiential outcomes. Through…

Human-Computer Interaction · Computer Science 2026-05-28 Kuntal Ghosh , Marc Hassenzahl , Shadan Sadeghian

This paper examines the integration of emotional intelligence into artificial intelligence systems, with a focus on affective computing and the growing capabilities of Large Language Models (LLMs), such as ChatGPT and Claude, to recognize…

Computers and Society · Computer Science 2025-09-26 Nicola Fabiano

Affective Computing (AC) has enabled Artificial Intelligence (AI) systems to recognise, interpret, and respond to human emotions - a capability also known as Artificial Emotional Intelligence (AEI). It is increasingly seen as an important…

Human-Computer Interaction · Computer Science 2025-08-19 Yupei Li , Qiyang Sun , Michelle Schlicher , Yee Wen Lim , Björn W. Schuller

With the rapid advancements in multimodal generative technology, Affective Computing research has provoked discussion about the potential consequences of AI systems equipped with emotional intelligence. Affective Computing involves the…

Computer Vision and Pattern Recognition · Computer Science 2024-09-12 Shreya Ghosh , Zhixi Cai , Abhinav Dhall , Dimitrios Kollias , Roland Goecke , Tom Gedeon

Recent advances in neurosciences and psychology have provided evidence that affective phenomena pervade intelligence at many levels, being inseparable from the cognitionaction loop. Perception, attention, memory, learning, decisionmaking,…

Artificial Intelligence · Computer Science 2008-09-30 Luis Paulo Reis , Daria Barteneva , Nuno Lau

The study of affects (i.e., emotions, moods) in the workplace has received a lot of attention in the last 15 years. Despite the fact that software development has been shown to be intellectual, creative, and driven by cognitive activities,…

Software Engineering · Computer Science 2015-09-18 Daniel Graziotin , Xiaofeng Wang , Pekka Abrahamsson

Work in Computational Affective Science and Computational Social Science explores a wide variety of research questions about people, emotions, behavior, and health. Such work often relies on language data that is first labeled with relevant…

Computation and Language · Computer Science 2026-04-03 Jan Philip Wahle , Krishnapriya Vishnubhotla , Bela Gipp , Saif M. Mohammad

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…

Human-Computer Interaction · Computer Science 2022-11-22 Andres Pinilla , Jaime Garcia , William Raffe , Jan-Niklas Voigt-Antons , Robert Spang , Sebastian Möller

Machine learning is frequently used in affective computing, but presents challenges due the opacity of state-of-the-art machine learning methods. Because of the impact affective machine learning systems may have on an individual's life, it…

Machine Learning · Computer Science 2025-10-07 David S. Johnson , Olya Hakobyan , Hanna Drimalla

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,…

Artificial Intelligence · Computer Science 2024-08-27 Siqi Cao , Di Fu , Xu Yang , Stefan Wermter , Xun Liu , Haiyan Wu

The novel research area of computational empathy is in its infancy and moving towards developing methods and standards. One major problem is the lack of agreement on the evaluation of empathy in artificial interactive systems. Even though…

Artificial Intelligence · Computer Science 2019-08-16 Özge Nilay Yalçın