One Robust Variant of the Principal Components Analysis

A new robust variant of the formulation of the problem and the method of searching for the principal components is considered. It is based on the application of differentiable estimates of the mean value, insensitive to outliers, to construct a robust target functional. This approach makes it possible to overcome the impact of outliers in the data. The effectiveness of the proposed method is clearly demonstrated on real datasets.