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The automatic recognition of emotion in speech can inform our understanding of language, emotion, and the brain. It also has practical application to human-machine interactive systems. This paper examines the recognition of emotion in…

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

Emotion recognition is a core research area at the intersection of artificial intelligence and human communication analysis. It is a significant technical challenge since humans display their emotions through complex idiosyncratic…

人机交互 · 计算机科学 2018-09-14 Paul Pu Liang , Amir Zadeh , Louis-Philippe Morency

This paper delves into enhancing the classification performance on the GoEmotions dataset, a large, manually annotated dataset for emotion detection in text. The primary goal of this paper is to address the challenges of detecting subtle…

计算与语言 · 计算机科学 2024-04-10 Kaipeng Wang , Zhi Jing , Yongye Su , Yikun Han

Computational communication research on information has been prevalent in recent years, as people are progressively inquisitive in social behavior and public opinion. Nevertheless, it is of great significance to analyze the direction of…

计算机与社会 · 计算机科学 2021-06-04 Hongyuan Diao , Fuzhong Nian , Xuelong Yu , Xirui Liu , Xinhao Liu

Emotion cause analysis has received considerable attention in recent years. Previous studies primarily focused on emotion cause extraction from texts in news articles or microblogs. It is also interesting to discover emotions and their…

计算与语言 · 计算机科学 2021-10-18 Fanfan Wang , Zixiang Ding , Rui Xia , Zhaoyu Li , Jianfei Yu

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

Anonymity in social media platforms keeps users hidden behind a keyboard. This absolves users of responsibility, allowing them to engage in online rage, hate speech, and other text-based toxicity that harms online well-being. Recent…

人机交互 · 计算机科学 2023-03-03 Akriti Verma , Shama Islam , Valeh Moghaddam , Adnan Anwar

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

User emotion analysis toward videos is to automatically recognize the general emotional status of viewers from the multimedia content embedded in the online video stream. Existing works fall in two categories: 1) visual-based methods, which…

计算机视觉与模式识别 · 计算机科学 2018-11-20 Chenchen Li , Jialin Wang , Hongwei Wang , Miao Zhao , Wenjie Li , Xiaotie Deng

The wealth of text data generated by social media has enabled new kinds of analysis of emotions with language models. These models are often trained on small and costly datasets of text annotations produced by readers who guess the emotions…

计算与语言 · 计算机科学 2023-04-24 Segun Taofeek Aroyehun , Lukas Malik , Hannah Metzler , Nikolas Haimerl , Anna Di Natale , David Garcia

Textual sentiment analysis and emotion detection consists in retrieving the sentiment or emotion carried by a text or document. This task can be useful in many domains: opinion mining, prediction, feedbacks, etc. However, building a general…

计算与语言 · 计算机科学 2013-09-12 Alexandre Denis , Samuel Cruz-Lara , Nadia Bellalem

Computational detection and understanding of empathy is an important factor in advancing human-computer interaction. Yet to date, text-based empathy prediction has the following major limitations: It underestimates the psychological…

计算与语言 · 计算机科学 2018-08-31 Sven Buechel , Anneke Buffone , Barry Slaff , Lyle Ungar , João Sedoc

Groundbreaking inventions and highly significant performance improvements in deep learning based Natural Language Processing are witnessed through the development of transformer based large Pre-trained Language Models (PLMs). The wide…

计算与语言 · 计算机科学 2024-03-12 Anoop Kadan , Deepak P. , Sahely Bhadra , Manjary P. Gangan , Lajish V. L

Big data contain rich information for machine learning algorithms to utilize when learning important features during classification tasks. Human beings express their emotion using certain words, speech (tone, pitch, speed) or facial…

机器学习 · 计算机科学 2024-07-02 Mazen Elabd , Sardar Jaf

This paper proposes a process for a classification model for the facial expressions. The proposed process would aid in specific categorisation of children's emotions from 2 emotions namely 'Happy' and 'Sad'. Since the existing emotion…

计算机视觉与模式识别 · 计算机科学 2024-11-13 Sanchayan Vivekananthan

Human affect recognition is a well-established research area with numerous applications, e.g., in psychological care, but existing methods assume that all emotions-of-interest are given a priori as annotated training examples. However, the…

计算机视觉与模式识别 · 计算机科学 2021-12-01 Kunyu Peng , Alina Roitberg , David Schneider , Marios Koulakis , Kailun Yang , Rainer Stiefelhagen

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

Understanding how emotional expression in language relates to brain function is a challenge in computational neuroscience and affective computing. Traditional neuroimaging is costly and lab-bound, but abundant digital text offers new…

计算与语言 · 计算机科学 2025-12-23 Gideon Vos , Maryam Ebrahimpour , Liza van Eijk , Zoltan Sarnyai , Mostafa Rahimi Azghadi

Most automatic emotion recognition systems exploit time-continuous annotations of emotion to provide fine-grained descriptions of spontaneous expressions as observed in real-life interactions. As emotion is rather subjective, its annotation…

声音 · 计算机科学 2022-09-22 Sina Alisamir , Fabien Ringeval , Francois Portet