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Description and Initial Analysis of Cyberbullying Dataset
Abstract
In this chapter, the authors focus on datasets used in cyberbullying detection research. They describe and compare several datasets applied in previous research and describe in detail the dataset that they decided to apply in their research. They also perform an initial analysis of the dataset to find various characteristics. They preprocess the dataset in several ways for further use and perform affect analysis to find out whether emotion-related features tend to be characteristic for cyberbullying. Based on the results of affect analysis, they also perform an initial attempt to classify cyberbullying data using a simple machine learning approach, which will be considered as a baseline in forthcoming chapters.
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