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Over the past decades, research in cognitive and affective neuroscience has emphasized that emotion is crucial for human intelligence and in fact inseparable from cognition. Concurrently, there has been growing interest in simulating and…

人工智能 · 计算机科学 2023-12-22 Marwen Belkaid , Luiz Pessoa

Understanding emotion expressed in language has a wide range of applications, from building empathetic chatbots to detecting harmful online behavior. Advancement in this area can be improved using large-scale datasets with a fine-grained…

计算与语言 · 计算机科学 2020-06-04 Dorottya Demszky , Dana Movshovitz-Attias , Jeongwoo Ko , Alan Cowen , Gaurav Nemade , Sujith Ravi

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…

计算与语言 · 计算机科学 2022-03-22 Saif M. Mohammad

Software developers experience and share a wide range of emotions throughout a rich ecosystem of communication channels. A recent trend that has emerged in empirical software engineering studies is leveraging sentiment analysis of…

软件工程 · 计算机科学 2018-03-07 Nicole Novielli , Fabio Calefato , Filippo Lanubile

Intelligent systems for the annotation of media content are increasingly being used for the automation of parts of social science research. In this domain the problem of integrating various Artificial Intelligence (AI) algorithms into a…

多智能体系统 · 计算机科学 2018-06-05 Ilias Flaounas , Thomas Lansdall-Welfare , Panagiota Antonakaki , Nello Cristianini

Task-oriented conversational datasets often lack topic variability and linguistic diversity. However, with the advent of Large Language Models (LLMs) pretrained on extensive, multilingual and diverse text data, these limitations seem…

The integration of emotional intelligence in machines is an important step in advancing human-computer interaction. This demands the development of reliable end-to-end emotion recognition systems. However, the scarcity of public affective…

人机交互 · 计算机科学 2023-06-07 Alireza F. Nia , Vanessa Tang , Gonzalo Maso Talou , Mark Billinghurst

Automated emotion recognition has applications in various fields, such as human-machine interaction, healthcare, security, education, and emotion-aware recommendation/feedback systems. Developing methods to analyze human emotions accurately…

系统与控制 · 电气工程与系统科学 2024-09-11 Ruijie Fang , Ruoyu Zhang , Elahe Hosseini , Chongzhou Fang , Mahdi Eslaminehr , Setareh Rafatirad , Houman Homayoun

Information processing tasks involve complex cognitive mechanisms that are shaped by various factors, including individual goals, prior experience, and system environments. Understanding such behaviors requires a sophisticated and…

人机交互 · 计算机科学 2025-07-24 Kaixin Ji , Danula Hettiachchi , Falk Scholer , Flora D. Salim , Damiano Spina

Background: Studies have shown the potential adverse health effects, ranging from headaches to cardiovascular disease, associated with long-term negative emotions and chronic stress. Since many indicators of stress are imperceptible to…

机器学习 · 计算机科学 2023-08-29 Joe Li , Peter Washington

Cognitive impairment has become epidemic in older adult population. The recent advent of tiny wearable and ambient devices, a.k.a Internet of Things (IoT) provides ample platforms for continuous functional and cognitive health assessment of…

人机交互 · 计算机科学 2020-03-18 Mohammad Arif Ul Alam , Nirmalya Roy , Sarah Holmes , Aryya Gangopadhyay , Elizabeth Galik

Most existing emotion analysis emphasizes which emotion arises (e.g., happy, sad, angry) but neglects the deeper why. We propose Emotion Interpretation (EI), focusing on causal factors-whether explicit (e.g., observable objects,…

The rising demand for mental health care has fueled interest in AI-driven counseling systems. While large language models (LLMs) offer significant potential, current approaches face challenges, including limited understanding of clients'…

计算与语言 · 计算机科学 2025-06-25 Zhiyang Qi , Keiko Takamizo , Mariko Ukiyo , Michimasa Inaba

Emotion recognition and generation have emerged as crucial topics in Artificial Intelligence research, playing a significant role in enhancing human-computer interaction within healthcare, customer service, and other fields. Although…

机器学习 · 计算机科学 2025-02-12 Rebecca Mobbs , Dimitrios Makris , Vasileios Argyriou

Annotated data is an essential ingredient in natural language processing for training and evaluating machine learning models. It is therefore very desirable for the annotations to be of high quality. Recent work, however, has shown that…

计算与语言 · 计算机科学 2022-09-27 Jan-Christoph Klie , Bonnie Webber , Iryna Gurevych

Diversity-aware data are essential for a robust modeling of human behavior in context. In addition, being the human behavior of interest for numerous applications, data must also be reusable across domain, to ensure diversity of…

计算机与社会 · 计算机科学 2023-06-19 Matteo Busso , Xiaoyue Li

Temporal context is key to the recognition of expressions of emotion. Existing methods, that rely on recurrent or self-attention models to enforce temporal consistency, work on the feature level, ignoring the task-specific temporal…

计算机视觉与模式识别 · 计算机科学 2021-03-25 Enrique Sanchez , Mani Kumar Tellamekala , Michel Valstar , Georgios Tzimiropoulos

The integration of conversational artificial intelligence (AI) into mental health care promises a new horizon for therapist-client interactions, aiming to closely emulate the depth and nuance of human conversations. Despite the potential,…

多媒体 · 计算机科学 2024-10-22 Yuqi Chu , Lizi Liao , Zhiyuan Zhou , Chong-Wah Ngo , Richang Hong

In organizational and commercial settings, people often have clear roles and workflows against which functional and non-functional requirements can be extracted. However, in more social settings, such as platforms for enhancing social…

软件工程 · 计算机科学 2018-11-02 Mohammadhossein Sherkat , Antonette Mendoza , Tim Miller , Rachel Burrows

Real-time physiological data collection and analysis play a central role in modern well-being applications. Personalized classifiers and detectors have been shown to outperform general classifiers in many contexts. However, building…

计算机与社会 · 计算机科学 2021-08-04 Ali Tazarv , Sina Labbaf , Amir M. Rahmani , Nikil Dutt , Marco Levorato