READMEs
The following are README files for the programs included in
IlliMine.
Data Cubing
- BUC -- Bottom-up
computation of data cube (full or iceberg).
- Star-Cubing --
Computation of data cube (full or iceberg) through the use of the
Star-Tree.
- MM-Cubing --
Density-based cube computation method for either full or iceberg
cubes.
- C-Cubing -- Cube
computation using aggregation closedness-checking for efficient
calculation of the closed cube.
Association Mining
- FPGrowth -- Computes
the set of frequent itemsets in a dataset with respect to some
minimum support threshold.
- ParFP
(Sequential) -- Another implementation of FPGrowth.
- CLOSET+ -- Computes the
set of closed frequent itemsets in a database with respect to some
minimum support (count) threshold.
- RPMine -- Computes the
set of compressed frequent itemsets in a database with respect to
some minimum support (count) threshold.
Sequential Mining
- PrefixSpan -- Given
a set of sequences, computes the set of frequent subsequences with
respect to a minimum support threshold.
- CloSpan -- Given a set
of sequences, computes the set of closed frequent subsequences with
respect to a minimum support threshold.
- IncSpan -- Computes the
set of frequent subsequences in a sequential database that is
incrementally updated.
Other
- gSpan -- Computes the set
of frequent subgraphs in a graph dataset.
- CPAR -- Classification
based on predictive association rules.
|
|
 |
|
