Contributions to Machine Learning softwares.
Supervised Classification
- volata, ensemble methods for attribute-value problems and grammatical inference.
- JStumps, boosting of stumps.
Information Extraction
- PaF, relations extraction from XML files, developed by Patrick Marty.
Inference of DTD
- CRX.
- Fernau's algorithm.
- LearnDTD, a script to prepare data for the two previous programs.
More details on...
- Volata
Volata is a generic machine learning system implemented in Java that provides ensemble methods like AdaBoost, Bagging, GloBoost and so on. Volata must be instanciated with generalization operators called lgg (least general generalization). Examples of such instanciations are given for classification tasks using attribute-value, sequences and trees representations of examples.
- JStumps: boosting of stumps in Java
JStumps implements in Java the boosting of stumps. Many options are available and described below.
