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In emotion recognition, it is difficult to recognize human's emotional states using just a single modality. Besides, the annotation of physiological emotional data is particularly expensive. These two aspects make the building of effective…

Artificial Intelligence · Computer Science 2017-04-26 Changde Du , Changying Du , Jinpeng Li , Wei-long Zheng , Bao-liang Lu , Huiguang He

The rapid expansion of social media platforms has provided unprecedented access to massive amounts of multimodal user-generated content. Comprehending user emotions can provide valuable insights for improving communication and understanding…

Social and Information Networks · Computer Science 2025-01-15 Sree Bhattacharyya , Shuhua Yang , James Z. Wang

Microblogs have become a social platform for people to express their emotions in real-time, and it is a trend to analyze user emotional tendencies from the information on Microblogs. The dynamic features of emojis can affect the sentiment…

Computation and Language · Computer Science 2022-06-27 Deng Yang , Liu Kejian , Yang Cheng , Feng Yuanyuan , Li Weihao

As the name suggests, affective computing aims to recognize human emotions, sentiments, and feelings. There is a wide range of fields that study affective computing, including languages, sociology, psychology, computer science, and…

Artificial Intelligence · Computer Science 2023-05-16 Sitara Afzal , Haseeb Ali Khan , Imran Ullah Khan , Md. Jalil Piran , Jong Weon Lee

Emotions play a critical role in our everyday lives by altering how we perceive, process and respond to our environment. Affective computing aims to instill in computers the ability to detect and act on the emotions of human actors. A core…

Computation and Language · Computer Science 2020-08-31 Connor T. Heaton , David M. Schwartz

Emotion recognition is one of the machine learning applications which can be done using text, speech, or image data gathered from social media spaces. Detecting emotion can help us in different fields, including opinion mining. With the…

Computation and Language · Computer Science 2022-11-21 Amirhossein Abaskohi , Nazanin Sabri , Behnam Bahrak

Psychological research results have confirmed that people can have different emotional reactions to different visual stimuli. Several papers have been published on the problem of visual emotion analysis. In particular, attempts have been…

Artificial Intelligence · Computer Science 2016-05-10 Quanzeng You , Jiebo Luo , Hailin Jin , Jianchao Yang

Effective human-AI interaction relies on AI's ability to accurately perceive and interpret human emotions. Current benchmarks for vision and vision-language models are severely limited, offering a narrow emotional spectrum that overlooks…

Computer Vision and Pattern Recognition · Computer Science 2025-05-28 Christoph Schuhmann , Robert Kaczmarczyk , Gollam Rabby , Felix Friedrich , Maurice Kraus , Krishna Kalyan , Kourosh Nadi , Huu Nguyen , Kristian Kersting , Sören Auer

Estimating the intensity of emotion has gained significance as modern textual inputs in potential applications like social media, e-retail markets, psychology, advertisements etc., carry a lot of emotions, feelings, expressions along with…

Information Retrieval · Computer Science 2019-04-02 Subba Reddy Oota , Adithya Avvaru , Mounika Marreddy , Radhika Mamidi

Existing cyberbullying detection benchmarks were organized by the polarity of speech, such as "offensive" and "non-offensive", which were essentially hate speech detection. However, in the real world, cyberbullying often attracted…

Computation and Language · Computer Science 2026-05-12 Yi Zhu , Xin Zou , Xindong Wu

Emotion classification in text is typically performed with neural network models which learn to associate linguistic units with emotions. While this often leads to good predictive performance, it does only help to a limited degree to…

Computation and Language · Computer Science 2022-05-17 Felix Casel , Amelie Heindl , Roman Klinger

Although empathic interaction between counselor and client is fundamental to success in the psychotherapeutic process, there are currently few datasets to aid a computational approach to empathy understanding. In this paper, we construct a…

Computer Vision and Pattern Recognition · Computer Science 2023-05-05 Zhou'an_Zhu , Xin Li , Jicai Pan , Yufei Xiao , Yanan Chang , Feiyi Zheng , Shangfei Wang

This study examines whether LLMs can simulate culturally grounded psychological patterns based on demographic information. Using DeepSeek, we generated 2943 virtual participants matched to demographic distributions from the CFPS2018 and…

Computers and Society · Computer Science 2025-10-01 Ke Luoma , Li Zengyi , Liao Jiangqun , Tong Song , Peng Kaiping

Personality refers to individual differences in behavior, thinking, and feeling. With the growing availability of digital footprints, especially from social media, automated methods for personality assessment have become increasingly…

Computation and Language · Computer Science 2025-10-06 Matej Gjurković

In recent years, due to the mental burden of depression, the number of people who endanger their lives has been increasing rapidly. The online social network (OSN) provides researchers with another perspective for detecting individuals…

Social and Information Networks · Computer Science 2020-08-31 Yiding Wang , Zhenyi Wang , Chenghao Li , Yilin Zhang , Haizhou Wang

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…

Computation and Language · Computer Science 2024-04-10 Kaipeng Wang , Zhi Jing , Yongye Su , Yikun Han

Multimodal affective computing has gained increasing attention due to its broad applications in understanding human behavior and intentions, particularly in text-centric multimodal scenarios. Existing research spans diverse tasks,…

Computation and Language · Computer Science 2026-04-08 Guimin Hu , Weimin Lyu , Chang Sun , Zhihong Zhu , Lin Gui , Ruichu Cai , Erik Cambria , Hasti Seifi

Internet memes are a central element of online culture, blending images and text. While substantial research has focused on either the visual or textual components of memes, little attention has been given to their interplay. This gap…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Aidos Konyspay , Pakizar Shamoi , Malika Ziyada , Zhusup Smambayev

Suicide and suicidal behaviors remain significant challenges for public policy and healthcare. In response, psychological support hotlines have been established worldwide to provide immediate help to individuals in mental crises. The…

Computation and Language · Computer Science 2024-05-08 Zhonglong Chen , Changwei Song , Yining Chen , Jianqiang Li , Guanghui Fu , Yongsheng Tong , Qing Zhao

In this paper, we design an integrated algorithm to evaluate the sentiment of Chinese market. Firstly, with the help of the web browser automation, we crawl a lot of news and comments from several influential financial websites…

Computational Finance · Quantitative Finance 2018-09-25 Junfeng Jiang , Jiahao Li
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