The formal definition of abduction asks what needs to be added to a knowledge base to enable an observation to be entailed by the knowledge base. An observation which is not entailed by the knowledge base will result in open branches in a complete semantic tableau for the entailment. The statements required to close these branches therefore represent a solution to the abductive problem. In this paper we describe how this idea can be implemented for ABox abduction in the description logic ALC. We analyse the limitations of our algorithm and propose refinements to improve the quality of results.
Reference:
Halland, K and Britz, K. 2012. Naive ABox abduction in ALC using a DL reasoner. Proceedings of the 25th International Workshop on Description Logics, 7-10 June 2012, Rome, Italy, volume 846 CEUR Workshop Proceedings
Halland, K., & Britz, K. (2012). Naive ABox abduction in ALC using a DL tableau. Sun SITE Central Europe (CEUR). http://hdl.handle.net/10204/6585
Halland, K, and K Britz. "Naive ABox abduction in ALC using a DL tableau." (2012): http://hdl.handle.net/10204/6585
Halland K, Britz K, Naive ABox abduction in ALC using a DL tableau; Sun SITE Central Europe (CEUR); 2012. http://hdl.handle.net/10204/6585 .