The Data Science Lab. Anomaly Detection Using Principal Component Analysis (PCA) The main advantage of using PCA for anomaly detection, compared to alternative techniques such as a neural autoencoder, ...

“In the reconstruction ratio, the autoencoder takes the place of the PCA,” he adds. Autoencoders are not new in finance. They are designed to recognise patterns and identify exceptions, and have been ...