Random selection of factors preserves the correlation structure in a linear factor model to a high degree

Antti J. Tanskanen, Jani Lukkarinen, Kari Vatanen

In a very high-dimensional vector space, two randomly-chosen vectors are almost orthogonal with high probability. Starting from this observation, we develop a statistical factor mo…