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Social media networks have become a significant aspect of people's lives, serving as a platform for their ideas, opinions and emotions. Consequently, automated sentiment analysis (SA) is critical for recognising people's feelings in ways…

We propose VADEC, a multi-task framework that exploits the correlation between the categorical and dimensional models of emotion representation for better subjectivity analysis. Focusing primarily on the effective detection of emotions from…

信息检索 · 计算机科学 2021-09-21 Rajdeep Mukherjee , Atharva Naik , Sriyash Poddar , Soham Dasgupta , Niloy Ganguly

In this paper, we present an experiment on using deep learning and transfer learning techniques for emotion analysis in tweets and suggest a method to interpret our deep learning models. The proposed approach for emotion analysis combines a…

计算与语言 · 计算机科学 2020-12-14 Yasas Senarath , Uthayasanker Thayasivam

Sentiment analysis seeks to identify the viewpoint(s) underlying a text span; an example application is classifying a movie review as "thumbs up" or "thumbs down". To determine this sentiment polarity, we propose a novel machine-learning…

计算与语言 · 计算机科学 2007-05-23 Bo Pang , Lillian Lee

Twitter has become one of the main sources of news for many people. As real-world events and emergencies unfold, Twitter is abuzz with hundreds of thousands of stories about the events. Some of these stories are harmless, while others could…

社会与信息网络 · 计算机科学 2016-06-21 Soroush Vosoughi , Deb Roy

In contemporary society, widespread social media usage is evident in people's daily lives. Nevertheless, disparities in emotional expressions between the real world and online platforms can manifest. We comprehensively analyzed Persian…

人机交互 · 计算机科学 2025-04-22 Sina Elahimanesh , Mohammadali Mohammadkhani , Shohreh Kasaei

We present EmoTxt, a toolkit for emotion recognition from text, trained and tested on a gold standard of about 9K question, answers, and comments from online interactions. We provide empirical evidence of the performance of EmoTxt. To the…

人机交互 · 计算机科学 2021-07-30 Fabio Calefato , Filippo Lanubile , Nicole Novielli

With the proliferation of social media over the last decade, determining people's attitude with respect to a specific topic, document, interaction or events has fueled research interest in natural language processing and introduced a new…

计算与语言 · 计算机科学 2017-10-09 Monireh Ebrahimi , Amir Hossein Yazdavar , Amit Sheth

As cryptocurrencies gain popularity, the digital asset marketplace becomes increasingly significant. Understanding social media signals offers valuable insights into investor sentiment and market dynamics. Prior research has predominantly…

计算与语言 · 计算机科学 2025-09-03 Chenghao Liu , Aniket Mahanti , Ranesh Naha , Guanghao Wang , Erwann Sbai

Social media has revolutionized human communication and styles of interaction. Due to its easiness and effective medium, people share and exchange information, carry out discussion on various events, and express their opinions. For…

社会与信息网络 · 计算机科学 2019-04-26 Muhammad Aslam Jarwar

Psychological research often involves understanding psychological constructs through conducting factor analysis on data collected by a questionnaire, which can comprise hundreds of questions. Without interactive systems for interpreting…

人机交互 · 计算机科学 2024-08-06 Yikai Lu , Chaoli Wang

Sentiment analysis or opinion mining is the field of study related to analyze opinions, sentiments, evaluations, attitudes, and emotions of users which they express on social media and other online resources. The revolution of social media…

社会与信息网络 · 计算机科学 2015-12-04 Muhammad Zubair Asghar , Shakeel Ahmad , Afsana Marwat , Fazal Masud Kundi

We present a novel large-scale dataset and accompanying machine learning models aimed at providing a detailed understanding of the interplay between visual content, its emotional effect, and explanations for the latter in language. In…

计算机视觉与模式识别 · 计算机科学 2021-01-20 Panos Achlioptas , Maks Ovsjanikov , Kilichbek Haydarov , Mohamed Elhoseiny , Leonidas Guibas

We can often detect from a person's utterances whether he/she is in favor of or against a given target entity -- their stance towards the target. However, a person may express the same stance towards a target by using negative or positive…

计算与语言 · 计算机科学 2016-05-06 Saif M. Mohammad , Parinaz Sobhani , Svetlana Kiritchenko

Rapid increase in the volume of sentiment rich social media on the web has resulted in an increased interest among researchers regarding Sentimental Analysis and opinion mining. However, with so much social media available on the web,…

信息检索 · 计算机科学 2014-10-28 Chetan Kaushik , Atul Mishra

Crises such as natural disasters, global pandemics, and social unrest continuously threaten our world and emotionally affect millions of people worldwide in distinct ways. Understanding emotions that people express during large-scale crises…

计算与语言 · 计算机科学 2022-07-22 Tiberiu Sosea , Chau Pham , Alexander Tekle , Cornelia Caragea , Junyi Jessy Li

The increasing popularity of social networks and users' tendency towards sharing their feelings, expressions, and opinions in text, visual, and audio content, have opened new opportunities and challenges in sentiment analysis. While…

计算机视觉与模式识别 · 计算机科学 2020-09-08 Syed Zohaib Hassan , Kashif Ahmad , Steven Hicks , Paal Halvorsen , Ala Al-Fuqaha , Nicola Conci , Michael Riegler

Emotional contagion in online social networks has been of great interest over the past years. Previous studies have focused mainly on finding evidence of affect contagion in homophilic atmospheres. However, these studies have overlooked…

人机交互 · 计算机科学 2019-12-09 Belen Saldias , Rosalind W. Picard

This paper describes our system that has been submitted to SemEval-2018 Task 1: Affect in Tweets (AIT) to solve five subtasks. We focus on modeling both sentence and word level representations of emotion inside texts through large distantly…

计算与语言 · 计算机科学 2018-04-24 Ji Ho Park , Peng Xu , Pascale Fung

Online social platforms have been the battlefield of users with different emotions and attitudes toward each other in recent years. While sexism has been considered as a category of hateful speech in the literature, there is no…

社会与信息网络 · 计算机科学 2019-02-11 Sima Sharifirad , Borna Jafarpour , Stan Matwin