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Lemmatization is the process of grouping together the inflected forms of a word so they can be analysed as a single item, identified by the word's lemma, or dictionary form. In computational linguistics, lemmatisation is the algorithmic…

计算与语言 · 计算机科学 2022-07-26 Michal Karwatowski , Marcin Pietron

U.S. Presidential Election forecasting has been a research interest for several decades. Currently, election prediction consists of two main approaches: traditional models that incorporate economic data and poll surveys, and models that…

社会与信息网络 · 计算机科学 2023-12-12 Guocheng Feng , Huaiyu Cai , Kaihao Chen , Zhijian Li

In the field of Natural Language Processing, information extraction from texts has been the objective of many researchers for years. Many different techniques have been applied in order to reveal the opinion that a tweet might have, thus…

计算与语言 · 计算机科学 2021-10-05 İsmail Aslan , Yücel Topçu

Understanding the public sentiment and perception in a healthcare crisis is essential for developing appropriate crisis management techniques. While some studies have used Twitter data for predictive modelling during COVID-19, fine-grained…

计算与语言 · 计算机科学 2021-03-02 Abdul Hameed Azeemi , Adeel Waheed

Twitter is increasingly used for political, advertising and marketing campaigns, where the main aim is to influence users to support specific causes, individuals or groups. We propose a novel methodology for mining and analyzing Twitter…

社会与信息网络 · 计算机科学 2020-11-24 Shanika Karunasekera , Kwan Hui Lim , Aaron Harwood

Twitter is a well-known microblogging social site where users express their views and opinions in real-time. As a result, tweets tend to contain valuable information. With the advancements of deep learning in the domain of natural language…

计算与语言 · 计算机科学 2020-10-22 Mohiuddin Md Abdul Qudar , Vijay Mago

This paper describes the fifth year of the Sentiment Analysis in Twitter task. SemEval-2017 Task 4 continues with a rerun of the subtasks of SemEval-2016 Task 4, which include identifying the overall sentiment of the tweet, sentiment…

计算与语言 · 计算机科学 2019-12-03 Sara Rosenthal , Noura Farra , Preslav Nakov

Sentiment analysis of online user generated content is important for many social media analytics tasks. Researchers have largely relied on textual sentiment analysis to develop systems to predict political elections, measure economic…

计算机视觉与模式识别 · 计算机科学 2015-09-22 Quanzeng You , Jiebo Luo , Hailin Jin , Jianchao Yang

In this paper, we present a software package for the data mining of Twitter microblogs for the purpose of using them for the stock market analysis. The package is written in R langauge using apropriate R packages. The model of tweets has…

信息检索 · 计算机科学 2013-05-31 Bohdan Pavlyshenko

The experimental landscape in natural language processing for social media is too fragmented. Each year, new shared tasks and datasets are proposed, ranging from classics like sentiment analysis to irony detection or emoji prediction.…

计算与语言 · 计算机科学 2020-10-27 Francesco Barbieri , Jose Camacho-Collados , Leonardo Neves , Luis Espinosa-Anke

Despite a substantial progress made in developing new sentiment lexicon generation (SLG) methods for English, the task of transferring these approaches to other languages and domains in a sound way still remains open. In this paper, we…

计算与语言 · 计算机科学 2016-11-01 Uladzimir Sidarenka , Manfred Stede

Along with the Coronavirus pandemic, another crisis has manifested itself in the form of mass fear and panic phenomena, fueled by incomplete and often inaccurate information. There is therefore a tremendous need to address and better…

信息检索 · 计算机科学 2020-06-12 Jim Samuel , G. G. Md. Nawaz Ali , Md. Mokhlesur Rahman , Ek Esawi , Yana Samuel

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

As the type and the number of such venues increase, automated analysis of sentiment on textual resources has become an essential data mining task. In this paper, we investigate the problem of mining opinions on the collection of informal…

计算与语言 · 计算机科学 2017-04-05 Esra Akbas

Social networks are the main resources to gather information about people's opinion and sentiments towards different topics as they spend hours daily on social media and share their opinion. In this technical paper, we show the application…

信息检索 · 计算机科学 2017-12-19 Hamid Bagheri , Md Johirul Islam

Opinion and sentiment analysis is a vital task to characterize subjective information in social media posts. In this paper, we present a comprehensive experimental evaluation and comparison with six state-of-the-art methods, from which we…

社会与信息网络 · 计算机科学 2021-06-17 Gullal S. Cheema , Sherzod Hakimov , Eric Müller-Budack , Ralph Ewerth

In recent years, sentiment analysis and emotion classification are two of the most abundantly used techniques in the field of Natural Language Processing (NLP). Although sentiment analysis and emotion classification are used commonly in…

机器学习 · 计算机科学 2021-05-05 Muhammad Zain Ali , Kashif Javed , Ehsan ul Haq , Anoshka Tariq

Machine translation is evolving quite rapidly in terms of quality. Nowadays, we have several machine translation systems available in the web, which provide reasonable translations. However, these systems are not perfect, and their quality…

计算与语言 · 计算机科学 2015-10-16 Krzysztof Wołk , Krzysztof Marasek , Wojciech Glinkowski

This work extends the set of works which deal with the popular problem of sentiment analysis in Twitter. It investigates the most popular document ("tweet") representation methods which feed sentiment evaluation mechanisms. In particular,…

The complexities of Arabic language in morphology, orthography and dialects makes sentiment analysis for Arabic more challenging. Also, text feature extraction from short messages like tweets, in order to gauge the sentiment, makes this…

计算与语言 · 计算机科学 2018-10-17 Abdulaziz M. Alayba , Vasile Palade , Matthew England , Rahat Iqbal