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In this work, we explore the emotional reactions that real-world images tend to induce by using natural language as the medium to express the rationale behind an affective response to a given visual stimulus. To embark on this journey, we…

Computer Vision and Pattern Recognition · Computer Science 2022-10-06 Panos Achlioptas , Maks Ovsjanikov , Leonidas Guibas , Sergey Tulyakov

Challenges around collecting and processing quality data have hampered progress in data-driven dialogue models. Previous approaches are moving away from costly, resource-intensive lab settings, where collection is slow but where the data is…

Computation and Language · Computer Science 2020-12-08 José Lopes , Francisco J. Chiyah Garcia , Helen Hastie

Emotion recognition has become a popular topic of interest, especially in the field of human computer interaction. Previous works involve unimodal analysis of emotion, while recent efforts focus on multi-modal emotion recognition from…

Computation and Language · Computer Science 2019-03-11 Chan Woo Lee , Kyu Ye Song , Jihoon Jeong , Woo Yong Choi

Emotion is intrinsic to humans and consequently emotion understanding is a key part of human-like artificial intelligence (AI). Emotion recognition in conversation (ERC) is becoming increasingly popular as a new research frontier in natural…

Computation and Language · Computer Science 2019-05-09 Soujanya Poria , Navonil Majumder , Rada Mihalcea , Eduard Hovy

Emotion is essential in spoken communication, yet most existing frameworks in speech emotion modeling rely on predefined categories or low-dimensional continuous attributes, which offer limited expressive capacity. Recent advances in speech…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-07 Tianhua Qi , Wenming Zheng , Björn W. Schuller , Zhaojie Luo , Haizhou Li

Different people and cultures associate different emotional states to different parts and spaces of cities. These vary according to individuals, their cultures and also to the time of day, day of week, season, special occasions and more.…

Human-Computer Interaction · Computer Science 2014-12-19 Salvatore Iaconesi , Oriana Persico

We present a study of the relationship between gender, linguistic style, and social networks, using a novel corpus of 14,000 Twitter users. Prior quantitative work on gender often treats this social variable as a female/male binary; we…

Computation and Language · Computer Science 2014-05-13 David Bamman , Jacob Eisenstein , Tyler Schnoebelen

As the popularity and reach of social networks continue to surge, a vast reservoir of opinions and sentiments across various subjects inundates these platforms. Among these, X social network (formerly Twitter) stands as a juggernaut,…

Social and Information Networks · Computer Science 2025-04-16 Pardis Moradbeiki , Mohammad Ali Zare Chahooki

Understanding how to engage users is a critical question in many applications. Previous research has shown that unexpected or astonishing events can attract user attention, leading to positive outcomes such as engagement and learning. In…

Information Retrieval · Computer Science 2018-07-18 Nalin Chhibber , Rohail Syed , Mengqiu Teng , Joslin Goh , Kevyn Collins-Thompson , Edith Law

The ascension of social media platforms has transformed our understanding of urban environments, giving rise to nuanced variations in sentiment reaction embedded within human perception and opinion, and challenging existing multidimensional…

Computation and Language · Computer Science 2025-10-10 Jingfei Huang , Han Tu

Cognitive computing systems require human labeled data for evaluation, and often for training. The standard practice used in gathering this data minimizes disagreement between annotators, and we have found this results in data that fails to…

Computation and Language · Computer Science 2018-09-27 Anca Dumitrache , Lora Aroyo , Chris Welty

Image generation models are poised to become ubiquitous in a range of applications. These models are often fine-tuned and evaluated using human quality judgments that assume a universal standard, failing to consider the subjectivity of such…

Multimodal sentiment analysis (MSA) and emotion recognition in conversation (ERC) are key research topics for computers to understand human behaviors. From a psychological perspective, emotions are the expression of affect or feelings…

Computation and Language · Computer Science 2022-11-22 Guimin Hu , Ting-En Lin , Yi Zhao , Guangming Lu , Yuchuan Wu , Yongbin Li

Recognizing emotions during social interactions has many potential applications with the popularization of low-cost mobile sensors, but a challenge remains with the lack of naturalistic affective interaction data. Most existing emotion…

Human-Computer Interaction · Computer Science 2020-09-15 Cheul Young Park , Narae Cha , Soowon Kang , Auk Kim , Ahsan Habib Khandoker , Leontios Hadjileontiadis , Alice Oh , Yong Jeong , Uichin Lee

The emergence of big data enables us to evaluate the various human emotions at places from a statistic perspective by applying affective computing. In this study, a novel framework for extracting human emotions from large-scale…

Computer Vision and Pattern Recognition · Computer Science 2019-05-07 Yuhao Kang , Qingyuan Jia , Song Gao , Xiaohuan Zeng , Yueyao Wang , Stephan Angsuesser , Yu Liu , Xinyue Ye , Teng Fei

Given the growing assortment of sentiment measuring instruments, it is imperative to understand which aspects of sentiment dictionaries contribute to both their classification accuracy and their ability to provide richer understanding of…

Computation and Language · Computer Science 2017-12-19 Andrew J. Reagan

Mobile sensing is an emerging technology that utilizes agent-participatory data for decision making or state estimation, including multimedia applications. This article investigates the structure of mobile sensing schemes and introduces…

Social and Information Networks · Computer Science 2016-11-15 Pin-Yu Chen , Shin-Ming Cheng , Pai-Shun Ting , Chia-Wei Lien , Fu-Jen Chu

Sentiment analysis of social media data consists of attitudes, assessments, and emotions which can be considered a way human think. Understanding and classifying the large collection of documents into positive and negative aspects are a…

Computation and Language · Computer Science 2020-07-16 Aditya Sharma , Alex Daniels

Research on human social interactions has traditionally relied on self-reports. Despite their widespread use, self-reported accounts of behaviour are prone to biases and necessarily reduce the range of behaviours, and the number of…

Physics and Society · Physics 2014-10-16 Jukka-Pekka Onnela , Benjamin N. Waber , Alex , Pentland , Sebastian Schnorf , David Lazer

The questions in a crowdsourcing task typically exhibit varying degrees of difficulty and subjectivity. Their joint effects give rise to the variation in responses to the same question by different crowd-workers. This variation is low when…

Artificial Intelligence · Computer Science 2018-02-15 Yuan Jin , Mark Carman , Ye Zhu , Wray Buntine