However, there are several other definitions of self-organization. For example, Shalizi defines self-organization as an increase in statistical complexity, which in turn is defined as the amount of information required to minimally specify the state of its causal architecture \citep*{Shalizi2001}. As an alternative to entropy, the use of the mean value of random variables has also been proposed \citep*{Holzer:2011}.