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相关论文: Sentiment analysis of twitter data

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Domain adaptation is important in sentiment analysis as sentiment-indicating words vary between domains. Recently, multi-domain adaptation has become more pervasive, but existing approaches train on all available source domains including…

计算与语言 · 计算机科学 2017-02-09 Sebastian Ruder , Parsa Ghaffari , John G. Breslin

Sentiment in social media is increasingly considered as an important resource for customer segmentation, market understanding, and tackling other socio-economic issues. However, sentiment in social media is difficult to measure since…

计算与语言 · 计算机科学 2016-08-19 Liang Wu , Fred Morstatter , Huan Liu

Analysis of information retrieved from microblogging services such as Twitter can provide valuable insight into public sentiment in a geographic region. This insight can be enriched by visualising information in its geographic context. Two…

计算与语言 · 计算机科学 2016-11-18 Vu Dung Nguyen , Blesson Varghese , Adam Barker

Measuring and forecasting opinion trends from real-time social media is a long-standing goal of big-data analytics. Despite its importance, there has been no conclusive scientific evidence so far that social media activity can capture the…

社会与信息网络 · 计算机科学 2018-09-12 Alexandre Bovet , Flaviano Morone , Hernan A. Makse

This thesis explores the ways by how people express their opinions on German Twitter, examines current approaches to automatic mining of these feelings, and proposes novel methods, which outperform state-of-the-art techniques. For this…

计算与语言 · 计算机科学 2019-12-02 Wladimir Sidorenko

This study uses sentiment analysis and the Moral Foundations Theory (MFT) to characterise news content in social media and examine its association with user engagement. We employ Natural Language Processing to quantify the moral and…

社会与信息网络 · 计算机科学 2025-02-18 Jacopo D'Ignazi , Kyriaki Kalimeri , Mariano G. Beiró

Anticipating audience reaction towards a certain text is integral to several facets of society ranging from politics, research, and commercial industries. Sentiment analysis (SA) is a useful natural language processing (NLP) technique that…

机器学习 · 计算机科学 2023-06-19 Gabriel Lopez , Anna Nguyen , Joe Kaul

Sentiment analysis on large-scale social media data is important to bridge the gaps between social media contents and real world activities including political election prediction, individual and public emotional status monitoring and…

计算与语言 · 计算机科学 2018-08-08 Yuxiao Chen , Jianbo Yuan , Quanzeng You , Jiebo Luo

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

We propose a novel approach to multimodal sentiment analysis using deep neural networks combining visual analysis and natural language processing. Our goal is different than the standard sentiment analysis goal of predicting whether a…

机器学习 · 统计学 2018-05-28 Anthony Hu , Seth Flaxman

Given the complexity of human minds and their behavioral flexibility, it requires sophisticated data analysis to sift through a large amount of human behavioral evidence to model human minds and to predict human behavior. People currently…

社会与信息网络 · 计算机科学 2018-04-13 Shimei Pan , Tao Ding

An increase in the use of smartphones has laid to the use of the internet and social media platforms. The most commonly used social media platforms are Twitter, Facebook, WhatsApp and Instagram. People are sharing their personal…

计算与语言 · 计算机科学 2019-12-02 Sonali Rajesh Shah , Abhishek Kaushik

Social networking sites such as Twitter have provided a great opportunity for organizations such as public libraries to disseminate information for public relations purposes. However, there is a need to analyze vast amounts of social media…

社会与信息网络 · 计算机科学 2018-03-28 Matthew Collins , Amir Karami

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

The broad adoption of online social networking platforms has made it possible to study communication networks at an unprecedented scale. Digital trace data can be compiled into large data sets of online discourse. However, it is a challenge…

社会与信息网络 · 计算机科学 2012-12-21 Karissa McKelvey , Fil Menczer

Nowadays social media platforms such as Twitter provide a great opportunity to understand public opinion of climate change compared to traditional survey methods. In this paper, we constructed a massive climate change Twitter dataset and…

计算与语言 · 计算机科学 2021-12-01 Zhongkai Shangguan , Zihe Zheng , Lei Lin

Prediction and quantification of future volatility and returns play an important role in financial modelling, both in portfolio optimization and risk management. Natural language processing today allows to process news and social media…

统计金融 · 定量金融 2020-12-14 Justina Deveikyte , Helyette Geman , Carlo Piccari , Alessandro Provetti

Sentiment analysis is a natural language processing task that aims to identify and extract the emotional aspects of a text. However, many existing sentiment analysis methods primarily classify the overall polarity of a text, overlooking the…

计算与语言 · 计算机科学 2024-07-30 Mahdi Rezapour

Social Media users tend to mention entities when reacting to news events. The main purpose of this work is to create entity-centric aggregations of tweets on a daily basis. By applying topic modeling and sentiment analysis, we create data…

社会与信息网络 · 计算机科学 2018-01-25 João Oliveira , Mike Pinto , Pedro Saleiro , Jorge Teixeira

In the last couple decades, social network services like Twitter have generated large volumes of data about users and their interests, providing meaningful business intelligence so organizations can better understand and engage their…

计算与语言 · 计算机科学 2017-12-01 Angela Lin