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What is Sentiment

Handbook of Research on Organizational Transformations through Big Data Analytics
A complex combination of feelings and opinions as a basis for action or judgment.
Published in Chapter:
Using Big Data Opinion Mining to Predict Rises and Falls in the Stock Price Index
Yoosin Kim (University of Texas – Arlington, USA), Michelle Jeong (University of Pennsylvania, USA), and Seung Ryul Jeong (Kookmin University, Korea)
DOI: 10.4018/978-1-4666-7272-7.ch003
Abstract
In light of recent research that has begun to examine the link between textual “big data” and social phenomena such as stock price increases, this chapter takes a novel approach to treating news as big data by proposing the intelligent investment decision-making support model based on opinion mining. In an initial prototype experiment, the researchers first built a stock domain-specific sentiment dictionary via natural language processing of online news articles and calculated sentiment scores for the opinions extracted from those stories. In a separate main experiment, the researchers gathered 78,216 online news articles from two different media sources to not only make predictions of actual stock price increases but also to compare the predictive accuracy of articles from different media sources. The study found that opinions that are extracted from the news and treated with proper sentiment analysis can be effective in predicting changes in the stock market.
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More Results
User Sentiment Prediction and Analysis for Payment App Reviews Using Supervised and Unsupervised Machine Learning Approaches
Refers to the emotion or attitude expressed in a particular piece of text, such as a review, comment, or social media post.
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The Stakes of Social Media: Analyzing User Sentiments
An emotional state occurring as the result of an emotion through external or internal causes (i.e., happy and joyful, or painful and sad).
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Sentiment Analysis of Arabic Documents: Main Challenges and Recent Advances
Is the positive or negative feeling of a person in response to an instantaneous event without a need to give any motivation. Thus, there is no neutral sentiment, but objectivity can be considered as a no-sentiment.
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