Role of science according to K. Popper

"The method of science depends upon our attempts to describe the world with simple theories: theories that are complex may become untestable, even if they happen to be true. Science may be described as the art of systematic over-simplification--the art of discerning what we may with advantage omit."

K. Popper, The Open Universe, section 15.

See my review of his book.