Elbow criterion

It refers to a technique used in multidimensional scaling procedures to decide on the number of dimensions. It is a plot of stress versus dimensionality. The points in this plot usually form a convex pattern. The point at which an elbow or a sharp bend occurs indicates an appropriate number of dimensions. Increasing the number of dimensions beyond this point is usually not worth the improvement.