English
Related papers

Related papers: Statistical sentiment analysis performance in Opin…

200 papers

Spontaneous speech emotion data usually contain perceptual grades where graders assign emotion score after listening to the speech files. Such perceptual grades introduce uncertainty in labels due to grader opinion variation. Grader…

Sound · Computer Science 2025-04-01 Vikramjit Mitra , Amrit Romana , Dung T. Tran , Erdrin Azemi

Sentiment analysis is one of the fastest growing research areas in computer science, making it challenging to keep track of all the activities in the area. We present a computer-assisted literature review, where we utilize both text mining…

Computation and Language · Computer Science 2017-11-22 Mika Viking Mäntylä , Daniel Graziotin , Miikka Kuutila

Various text analysis techniques exist, which attempt to uncover unstructured information from text. In this work, we explore using statistical dependence measures for textual classification, representing text as word vectors. Student…

Computation and Language · Computer Science 2018-08-01 Samuel Cunningham-Nelson , Mahsa Baktashmotlagh , Wageeh Boles

A variety of statistical methods for noun compound analysis are implemented and compared. The results support two main conclusions. First, the use of conceptual association not only enables a broad coverage, but also improves the accuracy.…

cmp-lg · Computer Science 2008-02-03 Mark Lauer

Sentiment analysis is directly affected by compositional phenomena in language that act on the prior polarity of the words and phrases found in the text. Negation is the most prevalent of these phenomena and in order to correctly predict…

Computation and Language · Computer Science 2021-07-01 Jeremy Barnes , Erik Velldal , Lilja Øvrelid

Sentiment analysis has evolved over past few decades, most of the work in it revolved around textual sentiment analysis with text mining techniques. But audio sentiment analysis is still in a nascent stage in the research community. In this…

Computation and Language · Computer Science 2018-02-20 Maghilnan S , Rajesh Kumar M

Sentiment classification, a complex task in natural language processing, becomes even more challenging when analyzing passages with multiple conflicting tones. Typically, longer passages exacerbate this issue, leading to decreased model…

Machine Learning · Computer Science 2025-05-13 Jan Kościałkowski , Paweł Marcinkowski

Sentiment analysis has become a very important tool for analysis of social media data. There are several methods developed for this research field, many of them working very differently from each other, covering distinct aspects of the…

Computation and Language · Computer Science 2017-11-22 Philipe F. Melo , Daniel H. Dalip , Manoel M. Junior , Marcos A. Gonçalves , Fabrício Benevenuto

Contrastive opinion extraction aims to extract a structured summary or key points organised as positive and negative viewpoints towards a common aspect or topic. Most recent works for unsupervised key point extraction is largely built on…

Computation and Language · Computer Science 2023-05-09 Runcong Zhao , Lin Gui , Yulan He

Classifying the stance of individuals on controversial topics and uncovering their concerns is crucial for social scientists and policymakers. Data from Online Social Networks (OSNs), which serve as a proxy to a representative sample of…

Social and Information Networks · Computer Science 2025-01-22 Ahmad Zareie , Kalina Bontcheva , Carolina Scarton

The study of opinions, their formation and change, is one of the defining topics addressed by social psychology, but in recent years other disciplines, as computer science and complexity, have addressed this challenge. Despite the…

Artificial Intelligence · Computer Science 2011-06-22 Francesca Giardini , Walter Quattrociocchi , Rosaria Conte

The relationship between language and thought remains an unresolved philosophical issue. Existing viewpoints can be broadly categorized into two schools: one asserting their independence, and another arguing that language constrains…

Computation and Language · Computer Science 2025-01-16 Kaiyuan Zheng , Qinghua Zhao , Lei Li

As the key to sentiment analysis, sentiment composition considers the classification of a constituent via classifications of its contained sub-constituents and rules operated on them. Such compositionality has been widely studied previously…

Computation and Language · Computer Science 2023-09-01 Zhongtao Jiang , Yuanzhe Zhang , Cao Liu , Jiansong Chen , Jun Zhao , Kang Liu

The rise of social media such as blogs and social networks has fueled interest in sentiment analysis. With the proliferation of reviews, ratings, recommendations and other forms of online expression, online opinion has turned into a kind of…

Computation and Language · Computer Science 2015-05-13 Hossam S. Ibrahim , Sherif M. Abdou , Mervat Gheith

Online services are interested in solutions to opinion mining, which is the problem of extracting aspects, opinions, and sentiments from text. One method to mine opinions is to leverage the recent success of pre-trained language models…

Computation and Language · Computer Science 2020-02-11 Zhengjie Miao , Yuliang Li , Xiaolan Wang , Wang-Chiew Tan

We improve the extraction of insights from customer reviews by restructuring the topic modelling pipeline to operate on opinion units - distinct statements that include relevant text excerpts and associated sentiment scores. Prior work has…

Computation and Language · Computer Science 2025-07-21 Emil Häglund , Johanna Björklund

Studies across many disciplines have shown that lexical choice can affect audience perception. For example, how users describe themselves in a social media profile can affect their perceived socio-economic status. However, we lack general…

Machine Learning · Computer Science 2018-11-16 Zhao Wang , Aron Culotta

Sentiment Analysis (SA) is instrumental in understanding peoples viewpoints facilitating social media monitoring recognizing products and brands and gauging customer satisfaction. Consequently SA has evolved into an active research domain…

Computation and Language · Computer Science 2025-03-03 Gibson Nkhata , Susan Gauch , Usman Anjum , Justin Zhan

With the development of the E-commerce and reviews website, the comment information is influencing people's life. More and more users share their consumption experience and evaluate the quality of commodity by comment. When people make a…

Computation and Language · Computer Science 2018-11-15 Su Chang , Xu Zhenzhong , Gao Xuan

Sentiment analysis is a sub-discipline in the field of natural language processing and computational linguistics and can be used for automated or semi-automated analyses of text documents. One of the aims of these analyses is to recognize…

Computation and Language · Computer Science 2022-06-28 Dennis Klinkhammer