Predicting OWL Reasoners: Locally or Globally?
Authors: Viachaslau Sazonau, Uli Sattler and Gavin Brown
Paper Information
| Title: | Predicting OWL Reasoners: Locally or Globally? |
| Authors: | Viachaslau Sazonau, Uli Sattler and Gavin Brown |
| Proceedings: | DL 2014 Proceedings |
| Editors: | Meghyn Bienvenu, Riccardo Rosati, Magdalena Ortiz and Mantas Simkus |
| Keywords: | reasoner, performance prediction, ontology, machine learning, PCA |
| Abstract: | ABSTRACT. We propose a novel approach for performance prediction of OWL reasoners. It selects suitable, small ontology subsets, and then extrapolates reasoner's performance on them to the whole ontology. We investigate intercorrelation of ontology features using PCA. Finally, we discuss various error measures for performance prediction and compare our approach against an existing one using these measures. |
| Pages: | 12 |
| Talk: | Jul 17 12:41 |
| Paper: |  |