Successful
companies operate their business efficiently. However, with the phenomenal growth
of electronic data, it is a challenge for companies to stay competitive in
today's market. To this end, there is
an increasing awareness of benefits and potential competitive advantage that
knowledge discovery systems (or called data mining) can provide. It is a big
challenge in data mining to guarantee the quality of discovered knowledge in
multidimensional databases because of the huge amount of patterns and noises.
The essential issue is to provide efficient methods for interpreting
meaningful discovered knowledge. Granule mining is a new initiative for
solving this challenge. Rather than
using patterns, it uses granules and a multi-tier structure to manage
association rules. The significant innovation is that people can discuss
meaningful association rules based on relations between association rules and
their general rules. Yuefeng Li 12 Feb 2007 |