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Statistical techniques to identify and handle outliers in multivariate data
(2020-06-18)
In this thesis, we focus on methods for detecting outliers in a multivariate setting. Outliers are also referred to as abnormalities, discordants, deviants, or anomalies in the data mining and statistics literature. It ...
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Classical and modern approaches to classification and dimensionality reduction techniques
(2019)
In this thesis, we focus on techniques for dimensionality reduction and classification problems, which facilitate the statistical analysis and interpretation of complex data. In Chapter 1, we present Principal Components ...