What structure does FA capture?
	• Factor analysis only captures pairwise correlations between components of the data. – It only depends on the covariance matrix of the data. – It completely ignores higher-order statistics • Consider the dataset: 111, 100, 010, 001 • This has no pairwise correlations but it does have strong third order structure.