. "000286054000002" . "We describe a new approach to the application of stochastic search in Inductive Logic Programming (ILP). Contrary to traditional approaches we do not focus directly on evolving logical concepts. Instead, our refinement-based approach uses the stochastic optimization process to iteratively adapt the initial working concept. It enables using available background knowledge both for efficiently restricting the search space and for directing the search. Thereby, the search is more flexible, less problem-specific and the framework can be easily used with any stochastic search algorithm within ILP domain. Experimental results on several data sets verify the usefulness of this approach."@en . . . . . "10.1007/s10462-010-9181-y" . "21230" . "Artificial Intelligence Review" . . . . . "RIV/68407700:21230/11:00185744" . . "Buryan, Petr" . . "191818" . "We describe a new approach to the application of stochastic search in Inductive Logic Programming (ILP). Contrary to traditional approaches we do not focus directly on evolving logical concepts. Instead, our refinement-based approach uses the stochastic optimization process to iteratively adapt the initial working concept. It enables using available background knowledge both for efficiently restricting the search space and for directing the search. Thereby, the search is more flexible, less problem-specific and the framework can be easily used with any stochastic search algorithm within ILP domain. Experimental results on several data sets verify the usefulness of this approach." . "1" . . "Context-Sensitive Refinements for Stochastic Optimisation Algorithms in Inductive Logic Programming"@en . "[6F1D1CD1A7A4]" . . "18"^^ . "Context-Sensitive Refinements for Stochastic Optimisation Algorithms in Inductive Logic Programming"@en . . . "Kubal\u00EDk, Ji\u0159\u00ED" . . "Context-Sensitive Refinements for Stochastic Optimisation Algorithms in Inductive Logic Programming" . "Evolutionary Algorithms; First Order Logic; Inductive Logic Programming; Relational Learning; Stochastic Search"@en . . "0269-2821" . "RIV/68407700:21230/11:00185744!RIV12-MSM-21230___" . . . "Context-Sensitive Refinements for Stochastic Optimisation Algorithms in Inductive Logic Programming" . "2"^^ . "P(GAP103/10/1875), Z(MSM6840770012)" . "http://www.springerlink.com/content/w450n21140245x78/" . "NL - Nizozemsko" . "35" . . "2"^^ . .