Abstract Blood-oxygen-level-dependent (BOLD) activity can be described by its first and second order statistical properties. Typical studies analyze first order relationships between the BOLD time course and experimental condition--i.e., increases or decreases in BOLD activation are related to a particular experimental state. More recent fMRI studies have studied relationships involving second ord...