In the first stage, a lexicon is selected. It must include a translation to the target language and labelling according to Plutchik's eight emotions. The second stage starts with the validation of the translations. Then, it is expanded with the synonyms of the emotion synsets of each word....
What is textuality in linguistics? What is constituent analysis in linguistics? What is morphology linguistics? What is another name for lexicon? What is feature analysis linguistics? What is the difference between a lexicon and a dictionary?
Sentiment analysis is a broad concept that consists of many different tasks, approaches, and types of analysis, which are explained in this section. In addition, an overview of sentiment analysis is represented in Fig.1, which is adapted from (Hemmatian and Sohrabi2017; Kumar and Jaiswal2020; ...
Lexicon-based analysis is a straightforward approach to sentiment analysis, but it may not be as accurate as more complex methods. Machine learning-based approaches can be more accurate, but they require labeled training data and may be more computationally expensive. Pre-trained transformer-based de...
You might create multiple synonym maps for different languages, such as English and French versions, or lexicons if your content includes technical jargon, slang, or obscure terminology. Some key points about synonym maps: A synonym map is a top-level resource that can be created once and ...
As the range of decisions made by Artificial Intelligence (AI) expands, the need for Explainable AI (XAI) becomes increasingly critical. The reasoning behi
The VADER sentiment lexicon is sensitive both thepolarityand theintensityof sentiments expressed in social media contexts, and is also generally applicable to sentiment analysis in other domains. Manually creating (much less, validating) a comprehensive sentiment lexicon is a labor intensive and sometimes...
The concept of expertise recognises that everyone who is interested in a problem and has relevant expertise should be engaged in its resolution (Carolan, 2006a, Whatmore, 2009). In this regard we recognise different pathways of expertise formation. Expertise for example arises from people’s ...
The purpose of this section is to demonstrate a general research procedure that satisfies the following specifications: theory's definition, `good' theory's virtues, and answers to the natural language questions of who, what, when, where, why, how, should, could, and would. From the logical...
Messaging sentiment was operationalized using VADER, a lexicon and rule-based sentiment analysis tool specifically attuned to sentiments expressed on social media26. This analysis tool yields a sentiment metric indicating how positive, negative, or neutral the sentiment of the supplied text is. For our...