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Making Data Normal Using Box-Cox Power Transformation

A Box-Cox Power Transformation allows you to transform data to match a normal distribution. It is not a guarantee of normality. It is a quick way of transforming data to better fit a control chart.
Nature

Enhanced federated anomaly detection through autoencoders using summary statistics-based thresholding

In Federated Learning (FL), the effectiveness of Anomaly Detection (AD) is crucial due to the decentralized nature of data across multiple clients. Federated Autoencoders (FAE) have emerged as a ...
Nature

Anomaly detection in double-entry bookkeeping data by federated learning system with non-model sharing approach

Anomaly detection is crucial in financial auditing, yet effective detection often requires large volumes of data from multiple organizations. However, confidentiality concerns hinder data sharing ...