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Emotion analysis has been attracting researchers' attention. Most previous works in the artificial intelligence field focus on recognizing emotion rather than mining the reason why emotions are not or wrongly recognized. Correlation among…

Computation and Language · Computer Science 2020-07-29 Xinzhi Wang , Luyao Kou , Vijayan Sugumaran , Xiangfeng Luo , Hui Zhang

Emotion recognition in conversations is an important step in various virtual chat bots which require opinion-based feedback, like in social media threads, online support and many more applications. Current Emotion recognition in…

Computation and Language · Computer Science 2021-12-16 Vaibhav Bhat , Anita Yadav , Sonal Yadav , Dhivya Chandrasekaran , Vijay Mago

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

Emotions recognition is commonly employed for health assessment. However, the typical metric for evaluation in therapy is based on patient-doctor appraisal. This process can fall into the issue of subjectivity, while also requiring…

Human-Computer Interaction · Computer Science 2021-01-21 Jumana Almahmoud , Kruthika Kikkeri

Humans no doubt use language to communicate about their emotional experiences, but does language in turn help humans understand emotions, or is language just a vehicle of communication? This study used a form of artificial intelligence (AI)…

Artificial Intelligence · Computer Science 2024-11-19 Ming Li , Yusheng Su , Hsiu-Yuan Huang , Jiali Cheng , Xin Hu , Xinmiao Zhang , Huadong Wang , Yujia Qin , Xiaozhi Wang , Kristen A. Lindquist , Zhiyuan Liu , Dan Zhang

As chatbots are becoming increasingly popular, we often wonder what users perceive as natural and socially accepted manners of interacting with them. Some researchers maintain that humans should avoid engaging in emotional conversations…

Human-Computer Interaction · Computer Science 2020-09-18 Ekaterina Svikhnushina , Pearl Pu

This paper proposes an approach to detect emotion from human speech employing majority voting technique over several machine learning techniques. The contribution of this work is in two folds: firstly it selects those features of speech…

Sound · Computer Science 2018-07-12 Md. Kamruzzaman Sarker , Kazi Md. Rokibul Alam , Md. Arifuzzaman

AI companion chatbots are increasingly used for emotional support, with prior work in the domain predominantly documenting their mixed psychosocial impacts, including both increased emotional expression and heightened loneliness. However,…

Human-Computer Interaction · Computer Science 2026-03-25 Olivia Yan Huang , Monika Stodolska , Sharifa Sultana

Emotions are a central aspect of communication. Consequently, emotion analysis (EA) is a rapidly growing field in natural language processing (NLP). However, there is no consensus on scope, direction, or methods. In this paper, we conduct a…

Computation and Language · Computer Science 2024-03-19 Flor Miriam Plaza-del-Arco , Alba Curry , Amanda Cercas Curry , Dirk Hovy

In this paper, we address the task of utterance level emotion recognition in conversations using commonsense knowledge. We propose COSMIC, a new framework that incorporates different elements of commonsense such as mental states, events,…

Computation and Language · Computer Science 2020-10-07 Deepanway Ghosal , Navonil Majumder , Alexander Gelbukh , Rada Mihalcea , Soujanya Poria

Recognizing a speaker's emotion from their speech can be a key element in emergency call centers. End-to-end deep learning systems for speech emotion recognition now achieve equivalent or even better results than conventional machine…

Artificial Intelligence · Computer Science 2021-10-29 Théo Deschamps-Berger , Lori Lamel , Laurence Devillers

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…

Computation and Language · Computer Science 2018-11-14 Bernhard Kratzwald , Suzana Ilic , Mathias Kraus , Stefan Feuerriegel , Helmut Prendinger

Emotion dynamics modeling is a significant task in emotion recognition in conversation. It aims to predict conversational emotions when building empathetic dialogue systems. Existing studies mainly develop models based on Recurrent Neural…

Artificial Intelligence · Computer Science 2021-04-22 Haiqin Yang , Jianping Shen

Emotion Recognition in Conversations (ERC) is a popular task in natural language processing, which aims to recognize the emotional state of the speaker in conversations. While current research primarily emphasizes contextual modeling, there…

Multimedia · Computer Science 2024-07-02 Sheng Wu , Jiaxing Liu , Longbiao Wang , Dongxiao He , Xiaobao Wang , Jianwu Dang

In the era of advanced artificial intelligence and human-computer interaction, identifying emotions in spoken language is paramount. This research explores the integration of deep learning techniques in speech emotion recognition, offering…

Sound · Computer Science 2023-10-20 Hanan Hamza , Fiza Gafoor , Fathima Sithara , Gayathri Anil , V. S. Anoop

Human acceptance of social robots is greatly effected by empathy and perceived understanding. This necessitates accurate and flexible responses to various input data from the user. While systems such as this can become increasingly complex…

Robotics · Computer Science 2024-12-31 Jordan Sinclair , Christopher Reardon

Emotion recognition based on electroencephalography (EEG) has received attention as a way to implement human-centric services. However, there is still much room for improvement, particularly in terms of the recognition accuracy. In this…

Human-Computer Interaction · Computer Science 2018-09-13 Seong-Eun Moon , Soobeom Jang , Jong-Seok Lee

Personal Narratives (PN) - recollections of facts, events, and thoughts from one's own experience - are often used in everyday conversations. So far, PNs have mainly been explored for tasks such as valence prediction or emotion…

Computation and Language · Computer Science 2021-06-25 Aniruddha Tammewar , Alessandra Cervone , Giuseppe Riccardi

Speech emotion recognition is the task of recognizing the speaker's emotional state given a recording of their utterance. While most of the current approaches focus on inferring emotion from isolated utterances, we argue that this is not…

Computation and Language · Computer Science 2021-09-14 Raghavendra Pappagari , Piotr Żelasko , Jesús Villalba , Laureano Moro-Velazquez , Najim Dehak

Emotion recognition in conversation, which aims to predict the emotion for all utterances, has attracted considerable research attention in recent years. It is a challenging task since the recognition of the emotion in one utterance…

Computation and Language · Computer Science 2023-06-13 Ting Zhang , Zhuang Chen , Ming Zhong , Tieyun Qian