Gregory Chaitin propounds a view that comprehension is a kind of
data compression. In his 2006 essay "The Limits of Reason", he argues that
understanding something means being able to figure out a simple set of rules that explains it. For example, we understand why day and night exist because we have a simple
model—the rotation of the earth—that explains a tremendous amount of data—changes in brightness, temperature, and atmospheric composition of the earth. We have compressed a large amount of information by using a simple model that
predicts it. Similarly, we understand the number
0.33333... by thinking of it as one-third. The first way of representing the number requires five concepts ("0", "decimal point", "3", "infinity", "infinity of 3"); but the second way can produce all the data of the first representation, but uses only three concepts ("1", "division", "3"). Chaitin argues that comprehension is this ability to compress data. This perspective on comprehension forms the foundation of some models of intelligent agents, as in
Nello Cristianini's book "The Shortcut", where it is used to explain that machines can understand the world in fundamentally non-human ways. ==References==