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Various psychological factors affect how individuals express emotions. Yet, when we collect data intended for use in building emotion recognition systems, we often try to do so by creating paradigms that are designed just with a focus on…

机器学习 · 计算机科学 2019-08-27 Mimansa Jaiswal , Zakaria Aldeneh , Emily Mower Provost

Contemporary knowledge-based systems increasingly rely on multilingual emotion identification to support intelligent decision-making, yet they face major challenges due to emotional ambiguity and incomplete supervision. Emotion recognition…

Any decision, such as one about who to hire, involves two components. First, a rational component, i.e., they have a good education, they speak clearly. Second, an affective component, based on observables such as visual features of race…

计算机与社会 · 计算机科学 2022-05-03 Jesse Hoey , Gabrielle Chan

Sentiment classification typically relies on a large amount of labeled data. In practice, the availability of labels is highly imbalanced among different languages, e.g., more English texts are labeled than texts in any other languages,…

信息检索 · 计算机科学 2019-03-26 Zhenpeng Chen , Sheng Shen , Ziniu Hu , Xuan Lu , Qiaozhu Mei , Xuanzhe Liu

We explore a new mechanism to explain polarization phenomena in opinion dynamics in which agents evaluate alternative views on the basis of the social feedback obtained on expressing them. High support of the favored opinion in the social…

物理与社会 · 物理学 2018-10-22 Sven Banisch , Eckehard Olbrich

This study reviews research on social emotions in robotics. In robotics, the study of emotions has been pursued for a long time, including the study of their recognition, expression, and computational modeling of the basic mechanisms which…

机器人学 · 计算机科学 2022-01-17 Chie Hieida , Takayuki Nagai

We propose a graph-based mechanism to extract rich-emotion bearing patterns, which fosters a deeper analysis of online emotional expressions, from a corpus. The patterns are then enriched with word embeddings and evaluated through several…

计算与语言 · 计算机科学 2018-04-25 Elvis Saravia , Hsien-Chi Toby Liu , Yi-Shin Chen

Classification systems are evaluated in a countless number of papers. However, we find that evaluation practice is often nebulous. Frequently, metrics are selected without arguments, and blurry terminology invites misconceptions. For…

机器学习 · 计算机科学 2024-07-03 Juri Opitz

This paper presents the machine learning approach to the automated classification of a dog's emotional state based on the processing and recognition of audio signals. It offers helpful information for improving human-machine interfaces and…

声音 · 计算机科学 2025-03-25 Mariia Slobodian , Mykola Kozlenko

Although the terms mood and emotion are closely related and often used interchangeably, they are distinguished based on their duration, intensity and attribution. To date, hardly any computational models have (a) examined mood recognition,…

人机交互 · 计算机科学 2022-10-04 Soujanya Narayana , Ramanathan Subramanian , Ibrahim Radwan , Roland Goecke

Models for affective text generation have shown a remarkable progress, but they commonly rely only on basic emotion theories or valance/arousal values as conditions. This is appropriate when the goal is to create explicit emotion statements…

计算与语言 · 计算机科学 2023-07-27 Yarik Menchaca Resendiz , Roman Klinger

Facial expression analysis is one of the popular fields of research in human computer interaction (HCI). It has several applications in next generation user interfaces, human emotion analysis, behavior and cognitive modeling. In this paper,…

计算机视觉与模式识别 · 计算机科学 2015-05-18 S. L. Happy , Anjith George , Aurobinda Routray

Multimodal Emotion Recognition (MER) focuses on identifying and interpreting emotions from modality-compound inputs. Closely mirroring human cognitive processes in real-world environments, MER has drawn substantial attention from both…

多媒体 · 计算机科学 2026-05-21 Hongrui Zhang , Daiqing Wu , Yangyang Li , Kuien Liu , Yuhui Wang , Yu Zhou , Sicheng Zhao

Multimodal emotion recognition is an important research topic in artificial intelligence, whose main goal is to integrate multimodal clues to identify human emotional states. Current works generally assume accurate labels for benchmark…

Large language models (LLMs) reflect societal norms and biases, especially about gender. While societal biases and stereotypes have been extensively researched in various NLP applications, there is a surprising gap for emotion analysis.…

计算与语言 · 计算机科学 2024-05-29 Flor Miriam Plaza-del-Arco , Amanda Cercas Curry , Alba Curry , Gavin Abercrombie , Dirk Hovy

Affective Recommender Systems are an emerging class of intelligent systems that aim to enhance personalization by aligning recommendations with users' affective states. Reflecting a growing interest, a number of surveys have been published…

信息检索 · 计算机科学 2025-08-29 Tonmoy Hasan , Razvan Bunescu

The growing ubiquity of Social Media data offers an attractive perspective for improving the quality of machine learning-based models in several fields, ranging from Computer Vision to Natural Language Processing. In this paper we focus on…

机器学习 · 计算机科学 2019-09-25 Lisa Graziani , Stefano Melacci , Marco Gori

The paper offers a solution to the centuries-old puzzle - why the major chords are perceived as happy and the minor chords as sad - based on the information theory of emotions. A theory and a formula of musical emotions were created. They…

声音 · 计算机科学 2011-09-13 Vadim R. Madgazin

Emotion plays an important role in human cognition and performance. Motivated by this, we investigate whether analogous emotional signals can shape the behavior of large language models (LLMs) and agents. Existing emotion-aware studies…

人工智能 · 计算机科学 2026-04-02 Moran Sun , Tianlin Li , Yuwei Zheng , Zhenhong Zhou , Aishan Liu , Xianglong Liu , Yang Liu

The framework for Simulation of Human and Artificial Emotion (SHArE) describes the architecture of emotion in terms of parameters transferable between psychology, neuroscience, and artificial intelligence. These parameters can be defined as…

人工智能 · 计算机科学 2023-06-30 Kwadwo Opong-Mensah