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Automated sentiment analysis and opinion mining is a complex process concerning the extraction of useful subjective information from text. The explosion of user generated content on the Web, especially the fact that millions of users, on a…

The detection of events from online social networks is a recent, evolving field that attracts researchers from across a spectrum of disciplines and domains. Here we report a time-series analysis for predicting events. In particular, we…

社会与信息网络 · 计算机科学 2021-11-10 Izzat Alsmadi , Michael O'Brien

Sentiment analysis of Twitter data is performed. The researcher has made the following contributions via this paper: (1) an innovative method for deriving sentiment score dictionaries using an existing sentiment dictionary as seed words is…

计算与语言 · 计算机科学 2015-02-19 Matthew Mayo

Regressions trained to predict the future activity of social media users need rich features for accurate predictions. Many advanced models exist to generate such features; however, the time complexities of their computations are often…

社会与信息网络 · 计算机科学 2024-03-01 Aamir Mandviwalla , Lake Yin , Boleslaw K. Szymanski

We widely use emojis in social networking to heighten, mitigate or negate the sentiment of the text. Emoji suggestions already exist in many cross-platform applications but an emoji is predicted solely based a few prominent words instead of…

计算与语言 · 计算机科学 2021-03-16 Pranav Venkit , Zeba Karishma , Chi-Yang Hsu , Rahul Katiki , Kenneth Huang , Shomir Wilson , Patrick Dudas

Twitter is one of the top influenced social media which has a million number of active users. It is commonly used for microblogging that allows users to share messages, ideas, thoughts and many more. Thus, millions interaction such as short…

计算与语言 · 计算机科学 2020-12-04 Dian Indriani , Arbi Haza Nasution , Winda Monika , Salhazan Nasution

The design of new products and services starts with the identification of needs of potential customers or users. Many existing methods like observations, surveys, and experiments draw upon specific efforts to elicit unsatisfied needs from…

信息检索 · 计算机科学 2020-03-13 Niklas Kühl , Jan Scheurenbrand , Gerhard Satzger

Analysts and social scientists in the humanities and industry require techniques to help visualize large quantities of microblogging data. Methods for the automated analysis of large scale social media data (on the order of tens of millions…

社会与信息网络 · 计算机科学 2013-06-18 Daniel Archambault , Derek Greene , Pádraig Cunningham

In many real-world applications, such as customer feedback monitoring, brand reputation management, and product health tracking, understanding the temporal dynamics of user sentiment is crucial for early detection of anomalous events such…

计算与语言 · 计算机科学 2026-04-02 Yalun Qi , Sichen Zhao , Zhiming Xue , Xianling Zeng , Zihan Yu

Sarcasm detection is the task of identifying irony containing utterances in sentiment-bearing text. However, the figurative and creative nature of sarcasm poses a great challenge for affective computing systems performing sentiment…

计算与语言 · 计算机科学 2021-07-08 Hamed Yaghoobian , Hamid R. Arabnia , Khaled Rasheed

Sentiment Analysis is currently a vital area of research. With the advancement in the use of the internet, the creation of social media, websites, blogs, opinions, ratings, etc. has increased rapidly. People express their feedback and…

机器学习 · 计算机科学 2022-05-24 Tanvi Mehta , Ganesh Deshmukh

Link streams model interactions over time in a wide range of fields. Under this model, the challenge is to mine efficiently both temporal and topological structures. Community detection and change point detection are one of the most…

社会与信息网络 · 计算机科学 2019-07-25 Souaad Boudebza , Remy Cazabet , Omar Nouali , Faical Azouaou

We implement traditional machine learning and deep learning methods for global tweets from 2017-2022 to build a high-frequency measure of the public's sentiment index on inflation and analyze its correlation with other online data sources…

计量经济学 · 经济学 2022-12-15 Xinyu Li , Zihan Tang

Sentiment quantification is the task of training, by means of supervised learning, estimators of the relative frequency (also called ``prevalence'') of sentiment-related classes (such as \textsf{Positive}, \textsf{Neutral},…

计算与语言 · 计算机科学 2021-09-21 Alejandro Moreo , Fabrizio Sebastiani

The rich and dynamic information environment of social media provides researchers, policy makers, and entrepreneurs with opportunities to learn about social phenomena in a timely manner. However, using these data to understand social…

社会与信息网络 · 计算机科学 2024-01-15 Siyi Guo , Zihao He , Ashwin Rao , Fred Morstatter , Jeffrey Brantingham , Kristina Lerman

The Web has become a large-scale real-time information system forcing us to revise both how to effectively assess relevance of information for a user and how to efficiently implement information retrieval and dissemination functionality. To…

数据库 · 计算机科学 2016-10-21 Nelly Vouzoukidou , Bernd Amann , Vassilis Christophides

Event detection in a multimodal Twitter dataset is considered. We treat the hashtags in the dataset as instances with two modes: text and geolocation features. The text feature consists of a bag-of-words representation. The geolocation…

应用统计 · 统计学 2016-05-17 Yasin Yilmaz , Alfred Hero

Social spam produces a great amount of noise on social media services such as Twitter, which reduces the signal-to-noise ratio that both end users and data mining applications observe. Existing techniques on social spam detection have…

信息检索 · 计算机科学 2015-03-26 Bo Wang , Arkaitz Zubiaga , Maria Liakata , Rob Procter

Recommendation systems are important intelligent systems that play a vital role in providing selective information to users. Traditional approaches in recommendation systems include collaborative filtering and content-based filtering.…

信息检索 · 计算机科学 2018-11-28 Sudhanshu Kumar , Shirsendu Sukanta Halder , Kanjar De , Partha Pratim Roy

The amount of real-time communication between agents in an information system has increased rapidly since the beginning of the decade. This is because the use of these systems, e. g. social media, has become commonplace in today's society.…

机器学习 · 计算机科学 2020-07-13 Christoph Raab , Moritz Heusinger , Frank-Michael Schleif
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