Machine Learning, Artificial Intelligence, Mathematics.
values. Equipped with this, we can calculate the ratio of variance lost if we drop smaller σᵢ terms. This reflects the amount of information lost if we eliminate them. The first eigenvector u₁ of S points to the most important direction of the data. In our example, it quantifies the typical ratio