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Clarified PCA
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antongiacomo committed Oct 23, 2024
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Expand Up @@ -123,7 +123,7 @@ \subsection{Functional Annotations}\label{sec:funcannotation}
\item an empty function \tf{\epsilon} that applies no transformation or processing on the data;
\item an additive function \tf{a} that expands the amount of data received, for example, by integrating data from other sources;
\item a transformation function \tf{t} that transforms some records in the dataset without altering the domain;
\item a transformation function \tf{d} (out of the scope of this work) that changes the domain of the data by applying, for instance, the PCA.
\item a transformation function \tf{d} (out of the scope of this work) that changes the domain of the data. {\color{OurColor}An example of such a transformation could be the application of Principal Component Analysis (PCA)}.
\end{enumerate*}

For simplicity but with no loss of generality, we assume that all candidate services meet functional annotation \F{} and that \TF{}=\tf{}. As a consequence, all candidate services apply the same transformation to the data during the pipeline execution.

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