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This article presents a short case study in text analysis: the scoring of Twitter posts for positive, negative, or neutral sentiment directed towards particular US politicians. The study requires selection of a sub-sample of representative…

应用统计 · 统计学 2013-03-05 Matt Taddy

Twitter is now a gold marketing tool for entities concerned with online reputation. To automatically monitor online reputation of entities , systems have to deal with ambiguous entity names, polarity detection and topic detection. We…

计算与语言 · 计算机科学 2015-10-27 Jean-Valère Cossu , Ludovic Bonnefoy , Xavier Bost , Marc El Bèze

Public opinion is a crucial factor in shaping political decision-making. Nowadays, social media has become an essential platform for individuals to engage in political discussions and express their political views, presenting researchers…

社会与信息网络 · 计算机科学 2023-04-25 Xingyu Peng , Zhenkun Zhou , Chong Zhang , Ke Xu

Social media is daily creating massive multimedia content with paired image and text, presenting the pressing need to automate the vision and language understanding for various multimodal classification tasks. Compared to the commonly…

计算与语言 · 计算机科学 2023-03-28 Chunpu Xu , Jing Li

Pinboard on Pinterest is an emerging media to engage online social media users, on which users post online images for specific topics. Regardless of its significance, there is little previous work specifically to facilitate information…

社会与信息网络 · 计算机科学 2015-09-03 Xitong Yang , Yuncheng Li , Jiebo Luo

Analysis of short text, such as social media posts, is extremely difficult because of their inherent brevity. In addition to classifying topics of such posts, a common downstream task is grouping the authors of these documents for…

信息检索 · 计算机科学 2022-06-20 Graham Tierney , Christopher Bail , Alexander Volfovsky

Hope is characterized as openness of spirit toward the future, a desire, expectation, and wish for something to happen or to be true that remarkably affects human's state of mind, emotions, behaviors, and decisions. Hope is usually…

计算与语言 · 计算机科学 2022-11-07 Fazlourrahman Balouchzahi , Grigori Sidorov , Alexander Gelbukh

Stance detection is a challenging task that aims to identify public opinion from social media platforms with respect to specific targets. Previous work on stance detection largely focused on pure texts. In this paper, we study multi-modal…

计算与语言 · 计算机科学 2024-06-07 Bin Liang , Ang Li , Jingqian Zhao , Lin Gui , Min Yang , Yue Yu , Kam-Fai Wong , Ruifeng Xu

Traditional sentiment analysis approaches tackle problems like ternary (3-category) and fine-grained (5-category) classification by learning the tasks separately. We argue that such classification tasks are correlated and we propose a…

信息检索 · 计算机科学 2017-07-13 Georgios Balikas , Simon Moura , Massih-Reza Amini

Trends and opinion mining in social media increasingly focus on novel interactions involving visual media, like images and short videos, in addition to text. In this work, we tackle the problem of visual sentiment analysis of social media…

计算机视觉与模式识别 · 计算机科学 2023-05-01 Alessio Serra , Fabio Carrara , Maurizio Tesconi , Fabrizio Falchi

Twitter has been heavily used as an important channel for communicating and discussing about events in real-time. In such major events, many uninformative tweets are also published rapidly by many users, making it hard to follow the events.…

计算与语言 · 计算机科学 2021-01-15 Renato Stoffalette João

The purpose of this study is to clarify what kind of news is easily retweeted and what kind of news is easily Liked. We believe these actions, retweeting and Liking, have different meanings for users. Understanding this difference is…

信息检索 · 计算机科学 2021-12-16 Kenshin Sekimoto , Yoshifumi Seki , Mitsuo Yoshida , Kyoji Umemura

Hate speech detection research has predominantly focused on purely content-based methods, without exploiting any additional context. We briefly critique pros and cons of this task formulation. We then investigate profiling users by their…

计算与语言 · 计算机科学 2021-12-14 Prateek Chaudhry , Matthew Lease

Identifying the language of social media messages is an important first step in linguistic processing. Existing models for Twitter focus on content analysis, which is successful for dissimilar language pairs. We propose a label propagation…

计算与语言 · 计算机科学 2016-07-20 Will Radford , Matthias Galle

New intent discovery aims to uncover novel intent categories from user utterances to expand the set of supported intent classes. It is a critical task for the development and service expansion of a practical dialogue system. Despite its…

计算与语言 · 计算机科学 2025-04-08 Yuwei Zhang , Haode Zhang , Li-Ming Zhan , Albert Y. S. Lam , Xiao-Ming Wu

One of the major sources of trending news, events and opinion in the current age is micro blogging. Twitter, being one of them, is extensively used to mine data about public responses and event updates. This paper intends to propose methods…

社会与信息网络 · 计算机科学 2015-06-22 Rishabh Jain , Abhishek B. S. , Satvik Jagannath

Sentiment analysis on social media data such as tweets and weibo has become a very important and challenging task. Due to the intrinsic properties of such data, tweets are short, noisy, and of divergent topics, and sentiment classification…

计算与语言 · 计算机科学 2016-05-06 Minlie Huang , Yujie Cao , Chao Dong

This work presents a supervised method for generating a classifier model of the stances held by Chinese-speaking politicians and other Twitter users. Many previous works of political tweets prediction exist on English tweets, but to the…

计算机与社会 · 计算机科学 2021-10-13 Fenglei Gu , Duoji Jiang

Developing machine learning models to characterize political polarization on online social media presents significant challenges. These challenges mainly stem from various factors such as the lack of annotated data, presence of noise in…

社会与信息网络 · 计算机科学 2023-11-22 Sadia Kamal , Brenner Little , Jade Gullic , Trevor Harms , Kristin Olofsson , Arunkumar Bagavathi

To what extent user's stance towards a given topic could be inferred? Most of the studies on stance detection have focused on analysing user's posts on a given topic to predict the stance. However, the stance in social media can be inferred…

社会与信息网络 · 计算机科学 2019-08-09 Abeer Aldayel , Walid Magdy