ACE Documentation

Documentation

• ACE Manual (PDF)

Example data sets

• ACE example files (Machines, Bongard & Mutagenesis)
• ICL specific example files (Bongard & Registration)
• ReMauve specific example files (Mutagenesis)

Utilities and scripts

• A template settings file for ACE: template.s
• A Perl script for converting models format into keys format: models2keys.pl
• A Perl script for converting FOIL data sets to ACE format: foil2ace.pl
  Some example FOIL data sets:
  • bongard.d
  • muta-b0.d
  • financial.d
• A generator for Bongard problems: bongard-generator.zip (some example generated pictures)
• A script for generating precision-recall curves from Tilde's output: precrec.zip

More data sets

Muta188, Muta230, Financial, Sisyphus A, Sisyphus B, UWCSE, Yeast, Carcinogenesis, Bongard
Nine ILP datasets in Quinlan's FOIL format, together with scripts to convert them into ACE format (see README.txt in the ZIP).

These were used in: Jan Struyf, Jesse Davis and David Page, An efficient approximation to lookahead in relational learners. In J. Fürnkranz, T. Scheffer and M. Spiliopoulou, editors, Machine Learning: ECML 2006, 17th European Conference on Machine Learning, Proceedings. Lecture Notes in Artificial Intelligence, volume 4212, pages 775-782, Springer, 2006, [Abstract], [BibTeX].

• ecml06.zip (10MB)

Cora data set

• cora.zip (31MB)
• Precision-recall curve

Synthetic data sets

• Bongard data sets: Remind experiments
• Transaction database: Remind experiments