Some Robust Variants of the Principal Components Analysis

One new robust variant of the formulation of the problem of searching for the principal components are considered. It’s based on the application of differentiable estimates of the average value, insensitive to outliers. In principle, this approach makes it possible to overcome the influence of outliers in the task of searching for the principal components. The effectiveness of the proposed approach is clearly demonstrated on real data.