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This paper introduces a novel deep learning framework including a lexicon-based approach for sentence-level prediction of sentiment label distribution. We propose to first apply semantic rules and then use a Deep Convolutional Neural…

计算与语言 · 计算机科学 2017-06-27 Huy Nguyen , Minh-Le Nguyen

Motivated by the empirical observation of power-law distributions in the credits (e.g., ``likes'') of viral posts in social media, we introduce a high-dimensional tail index regression model and propose methods for estimation and inference…

机器学习 · 统计学 2026-01-19 Yuya Sasaki , Jing Tao , Yulong Wang

The growing popularity of social media (e.g, Twitter) allows users to easily share information with each other and influence others by expressing their own sentiments on various subjects. In this work, we propose an unsupervised…

社会与信息网络 · 计算机科学 2014-06-13 Linhong Zhu , Aram Galstyan , James Cheng , Kristina Lerman

This paper proposes a new method to predict individual political ideology from digital footprints on one of the world's largest online discussion forum. We compiled a unique data set from the online discussion forum reddit that contains…

综合经济学 · 经济学 2022-06-02 Michael Kitchener , Nandini Anantharama , Simon D. Angus , Paul A. Raschky

Social media provides a critical communication platform for political figures, but also makes them easy targets for harassment. In this paper, we characterize users who adversarially interact with political figures on Twitter using…

人机交互 · 计算机科学 2020-05-12 Yiqing Hua , Mor Naaman , Thomas Ristenpart

Citation sentimet analysis is one of the little studied tasks for scientometric analysis. For citation analysis, we developed eight datasets comprising citation sentences, which are manually annotated by us into three sentiment polarities…

计算与语言 · 计算机科学 2020-05-12 Vishal Vyas , Kumar Ravi , Vadlamani Ravi , V. Uma , Srirangaraj Setlur , Venu Govindaraju

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

Sentiment Analysis is a vital research topic in the field of Computer Science. With the accelerated development of Information Technology and social networks, a massive amount of data related to comment texts has been generated on web…

信息检索 · 计算机科学 2022-04-14 Amisha Gangwar , Tanvi Mehta

Measuring the number of "likes" in Twitter and the number of bills voted in favor by the members of the Chilean Chambers of Deputies. We empirically study how signals of agreement in Twitter translates into cross-cutting voting during a…

综合经济学 · 经济学 2021-09-07 Pablo Henríquez , Jorge Sabat , José Patrìcio Sullivan

Search systems in online social media sites are frequently used to find information about ongoing events and people. For topics with multiple competing perspectives, such as political events or political candidates, bias in the top ranked…

The daily exposure of social media users to propaganda and disinformation campaigns has reinvigorated the need to investigate the local and global patterns of diffusion of different (mis)information content on social media. Echo chambers…

社会与信息网络 · 计算机科学 2020-09-24 Stefano Guarino , Noemi Trino , Alessandro Celestini , Alessandro Chessa , Gianni Riotta

The ability to obtain accurate food security metrics in developing areas where relevant data can be sparse is critically important for policy makers tasked with implementing food aid programs. As a result, a great deal of work has been…

计算与语言 · 计算机科学 2019-04-29 Jared Dunnmon , Swetava Ganguli , Darren Hau , Brooke Husic

On social media platforms, the act of predicting reposting is seen as a challenging issue related to Short Message Services (SMS). This study examines the issue of predicting picture reposting in SMS and forecasts users' behavior in sharing…

社会与信息网络 · 计算机科学 2024-04-18 Yuvaraju Chinnam , Bosubabu Sambana

Predicting the political leaning of social media users is an increasingly popular task, given its usefulness for electoral forecasts, opinion dynamics models and for studying the political dimension of polarization and disinformation. Here,…

社会与信息网络 · 计算机科学 2022-02-28 Tiziano Fagni , Stefano Cresci

In recent years, sentiment analysis in social media has attracted a lot of research interest and has been used for a number of applications. Unfortunately, research has been hindered by the lack of suitable datasets, complicating the…

计算与语言 · 计算机科学 2019-12-17 Preslav Nakov , Zornitsa Kozareva , Alan Ritter , Sara Rosenthal , Veselin Stoyanov , Theresa Wilson

Understanding and mitigating political bias in online social media platforms are crucial tasks to combat misinformation and echo chamber effects. However, characterizing political bias temporally using computational methods presents…

社会与信息网络 · 计算机科学 2023-09-20 Srinath Sai Tripuraneni , Sadia Kamal , Arunkumar Bagavathi

Social media platforms contain a great wealth of information which provides opportunities for us to explore hidden patterns or unknown correlations, and understand people's satisfaction with what they are discussing. As one showcase, in…

信息检索 · 计算机科学 2017-05-24 Zhengkui Wang , Guangdong Bai , Soumyadeb Chowdhury , Quanqing Xu , Zhi Lin Seow

Motivated by the two paradoxical facts that the marginal cost of following one extra candidate is close to zero and that the majority of Twitter users choose to follow only one or two candidates, we study the Twitter follow behaviors…

社会与信息网络 · 计算机科学 2017-02-02 Yu Wang , Xiyang Zhang , Jiebo Luo

Several messages express opinions about events, products, and services, political views or even their author's emotional state and mood. Sentiment analysis has been used in several applications including analysis of the repercussions of…

计算与语言 · 计算机科学 2014-06-03 Pollyanna Gonçalves , Matheus Araújo , Fabrício Benevenuto , Meeyoung Cha

In today's world, everyone is expressive in some way, and the focus of this project is on people's opinions about rising electricity prices in United Kingdom and India using data from Twitter, a micro-blogging platform on which people post…

计算与语言 · 计算机科学 2022-06-13 Pardeep Kaur , Maryam Edalati