Software
Software
Download FIM_CP
The frequent and constraint-based itemset mining system using Constraint Programming.
- Publication: L. De Raedt, T. Guns, S. Nijssen. Constraint programming for itemset mining, KDD 2008.
- Publication: T. Guns, S. Nijssen, L. De Raedt. Itemset mining: A constraint programming perspective, Artificial Intelligence 175(12-13), 2011.
- Latest version: fimcp-2.7.tar.gz
- License: MIT license
- Language: C++ (tested on Linux, known to work under Mac and Windows)
- Latest changes: Release with new, easier, build system: it now automatically downloads, configures and compiles the Gecode CP solver (version 3.7.1).
Installation instructions in the accompagnying README. See online usage instructions and examples.
Download CIMCP
The correlated/discriminative itemset mining system using Constraint Programming.
- Publication: S. Nijssen, T. Guns, L. De Raedt. Correlated itemset mining in ROC space: A constraint programming approach, KDD 2009..
- Publication: T. Guns, S. Nijssen, L. De Raedt. Itemset mining: A constraint programming perspective, Artificial Intelligence 175(12-13), 2011.
- Latest version: cimcp-2.7.tar.gz
- License: MIT license
- Language: C++ (tested on Linux, known to work under Mac and Windows)
- Latest changes: Release with new, easier, build system: it now automatically downloads, configures and compiles the Gecode CP solver (version 3.7.1).
Installation instructions in the accompagnying README. See online usage instructions and examples.
Download corrmine
A simple mining algorithm that finds the most discriminative itemset according to information gain. Uses the same kind of pruning as CIMCP, but without relying on a CP solver.
- Publication: S. Nijssen, T. Guns, L. De Raedt. Correlated itemset mining in ROC space: A constraint programming approach, KDD 2009.
- Latest version: corrmine.zip
- License: GPL v2.0
- Language: C++ (tested on Linux)
Installation and usage instructions in the accompagnying README.
Download CPmodule
CP4IM applied to Cis-Regulatory Module (CRM) detection in co-expressed sequences.
- Publication: T. Guns, S. Hong, M. Kathleen, S. Nijssen. Cis-regulatory module detection using constraint programming, BIBM 2010.
- Downloads, data and documentation on a separate page.
Download PattCP_cop
The pattern set mining system using Constraint Programming, includes multiple search strategies for the concept learning task.
- Publication: T. Guns, S. Nijssen, L. De Raedt. k-Pattern set mining under constraints, IEEE TKDE 2011.
- Publication: T. Guns, S. Nijssen, L. De Raedt. Evaluating pattern set mining strategies in a constraint programming framework, PAKDD 2011.
- Latest version: pattcp_cop-1.5.tar.gz
- License: MIT license
- Language: C++ (tested on Linux)
- Latest changes: Uses the new buildsystem that automatically downloads, configures and compiles the Gecode CP solver (version 3.7.1).
Installation and usage instructions in the accompagnying README.
Download pattset_comet
Declarative comet models of two pattern set mining models, with different search strategies (in the same declarative language).
- Publication: T. Guns, S. Nijssen, A. Zimmermann, L. De Raedt. Declarative heuristic search for pattern set mining, DPM (ICDMW) 2011.
- Latest version: psm_comet-1.0.tar.gz
- License: MIT license
- Language: comet
The models can be interpreted and executed by the comet system.