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Sentiment Analysis is an important algorithm in Natural Language Processing which is used to detect sentiment within some text. In our project, we had chosen to work on analyzing reviews of various drugs which have been reviewed in form of…

计算与语言 · 计算机科学 2020-03-27 Sairamvinay Vijayaraghavan , Debraj Basu

Sentiment analysis or opinion mining aims to determine attitudes, judgments and opinions of customers for a product or a service. This is a great system to help manufacturers or servicers know the satisfaction level of customers about their…

计算与语言 · 计算机科学 2019-05-17 T. N. T. Tran , L. K. N. Nguyen , V. M. Ngo

Today, the web has become a mandatory platform to express users' opinions, emotions and feelings about various events. Every person using his smartphone can give his opinion about the purchase of a product, the occurrence of an accident,…

计算与语言 · 计算机科学 2023-03-21 Kazem Taghandiki , Elnaz Rezaei Ehsan

The task of sentiment analysis of reviews is carried out using manually built / automatically generated lexicon resources of their own with which terms are matched with lexicon to compute the term count for positive and negative polarity.…

计算与语言 · 计算机科学 2014-01-15 K Paramesha , K C Ravishankar

Traditional sentiment analysis often uses sentiment dictionary to extract sentiment information in text and classify documents. However, emerging informal words and phrases in user generated content call for analysis aware to the context.…

计算与语言 · 计算机科学 2016-12-14 Yushi Yao , Guangjian Li

Models are increasing in size and complexity in the hunt for SOTA. But what if those 2\% increase in performance does not make a difference in a production use case? Maybe benefits from a smaller, faster model outweigh those slight…

计算与语言 · 计算机科学 2022-04-12 Krzysztof Rajda , Łukasz Augustyniak , Piotr Gramacki , Marcin Gruza , Szymon Woźniak , Tomasz Kajdanowicz

Sentiment analysis is a fundamental and valuable task in NLP. However, due to limitations in data and technological availability, research into sentiment analysis of African languages has been fragmented and lacking. With the recent release…

计算与语言 · 计算机科学 2023-10-24 Saurav K. Aryal , Howard Prioleau , Surakshya Aryal

Sentiment analysis possesses the potential of diverse applicability on digital platforms. Sentiment analysis extracts the polarity to understand the intensity and subjectivity in the text. This work uses a lexicon-based method to perform…

计算与语言 · 计算机科学 2024-09-20 Muhammad Raees , Samina Fazilat

Recommender system has been proven to be significantly crucial in many fields and is widely used by various domains. Most of the conventional recommender systems rely on the numeric rating given by a user to reflect his opinion about a…

人工智能 · 计算机科学 2021-09-21 Sumaia Mohammed AL-Ghuribi , Shahrul Azman Mohd Noah

Recently, sentiment analysis has received a lot of attention due to the interest in mining opinions of social media users. Sentiment analysis consists in determining the polarity of a given text, i.e., its degree of positiveness or…

Sentiment analysis (SA) is commonly applied to digital textual data, revealing insight into opinions and feelings. Many systematic reviews have summarized existing work, but often overlook discussions of validity and scientific practices.…

计算机与社会 · 计算机科学 2023-10-31 Laura E. M. Ayravainen , Joanne Hinds , Brittany I. Davidson

Sentiment analysis is a well-established natural language processing task, with sentiment polarity classification being one of its most popular and representative tasks. However, despite the success of pre-trained language models in this…

计算与语言 · 计算机科学 2023-10-30 Yue Deng , Wenxuan Zhang , Sinno Jialin Pan , Lidong Bing

Sentiment analysis is one of the most widely used techniques in text analysis. Recent advancements with Large Language Models have made it more accurate and accessible than ever, allowing researchers to classify text with only a plain…

计算与语言 · 计算机科学 2024-05-07 Michael Burnham

This paper illustrates an empirical study of the working efficiency of machine learning techniques in classifying code review text by semantic meaning. The code review comments from the source control repository in GitHub were extracted for…

软件工程 · 计算机科学 2025-08-25 Shadikur Rahman , Umme Ayman Koana , Hasibul Karim Shanto , Mahmuda Akter , Chitra Roy , Aras M. Ismael

With the growth of social medias, such as Twitter, plenty of user-generated data emerge daily. The short texts published on Twitter -- the tweets -- have earned significant attention as a rich source of information to guide many…

人工智能 · 计算机科学 2021-06-01 Sérgio Barreto , Ricardo Moura , Jonnathan Carvalho , Aline Paes , Alexandre Plastino

Sentiment analysis is the Natural Language Processing (NLP) task dealing with the detection and classification of sentiments in texts. While some tasks deal with identifying the presence of sentiment in the text (Subjectivity analysis),…

计算与语言 · 计算机科学 2017-07-06 Souvick Ghosh , Satanu Ghosh , Dipankar Das

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 (SA) or opinion mining is analysis of emotions and opinions from any kind of text. SA helps in tracking peoples viewpoints and it is an important factor when it comes to social media monitoring product and brand…

计算与语言 · 计算机科学 2025-02-27 Gibson Nkhata , Usman Anjum , Justin Zhan

Sentiment analysis AKA opinion mining is one of the most widely used NLP applications to identify human intentions from their reviews. In the education sector, opinion mining is used to listen to student opinions and enhance their…

计算与语言 · 计算机科学 2023-02-10 Thanveer Shaik , Xiaohui Tao , Christopher Dann , Haoran Xie , Yan Li , Linda Galligan

Sentiment analysis gets increasing attention in software engineering with new tools emerging from new insights provided by researchers. Existing use cases and tools are meant to be used for textual communication such as comments on…

软件工程 · 计算机科学 2021-08-05 Marc Herrmann , Jil Klünder