Abstract

One good characterization of science is that it is the systematic study of some phenomena. Under this liberal view, knowledge discovery in science is not fundamentally different from discovery in other fields that are not labelled scientific (business, say). Science's deserved reputation for finding reliable knowledge owes more to the perseverance of its practitioners and to its organizational checks and balances than to the use of any special method. Thus, insights gained from developing discovery tools in science, which has such refined criteria of success, can guide knowledge discovery as a whole. This article aims to present some basic concepts about knowledge discovery, convey the state of the art by reporting on success stories, and suggest lessons that are relevant to application areas besides science.

full paper