Title :
A new approach to rule induction and pruning
Author :
Fensel, Dieter ; Klein, Jörg
Author_Institution :
Inst. fuer Angewandte Inf. & Fomale Beschreibungsverfahren, Karlsruhe Univ., Germany
Abstract :
The authors regard the rule induction problem as a search in the lattice of possible rules. Two kinds of search directions (top=generalization and down=specialization) and therefore two different kinds of algorithms exist. They propose the algorithms RELAX and its heuristical modification H-RELAX, which both use generalization as the search direction and therefore can be used for rule induction and rule pruning. They produce a minimal set of rules or a set of rules which allow object recognition with minimal costs. Both algorithms also allow an incremental and knowledge-based search process and can be combined with other algorithms
Keywords :
knowledge engineering; H-RELAX; RELAX; generalization; incremental search; knowledge-based search; object recognition; rule induction; rule pruning; search directions; specialization; Boolean functions; Circuits; Costs; Lattices; Machine learning; Machine learning algorithms; Minimization methods; Object recognition; Production;
Conference_Titel :
Tools for Artificial Intelligence, 1991. TAI '91., Third International Conference on
Conference_Location :
San Jose, CA
Print_ISBN :
0-8186-2300-4
DOI :
10.1109/TAI.1991.167051