An Adaptive Inductive Logic Programming System Using Genetic Programming
نویسندگان
چکیده
Recently, there has been increasing interest in systems that induce firstorder logic programs. In this formalism, domain knowledge represented in the forms of first-order relations can be used in the induced programs. The task of inducing a logic program can be formulated as a search problem (Mitchell 1982) in a hypotheses space of logic programs. Various approaches (Quinlan 1990; Muggleton and Feng 1990) differ mainly in the search strategy and the heuristics used to guide the search. The search Abstract
منابع مشابه
Expansion of the GeLog System by Automatic Adaptation of Parameters
Different techniques have been introduced for the improvement of Evolutionary Algorithms (EA) to increase their performance as well as to achieve better results. Adaptive methods are commonly used. In the scope of this work these extensions are applied to GeLog, a system which implements a combination of two different approaches for automatic programming: inductive logic programming and genetic...
متن کاملAn induction system that learns programs in different programming languages using genetic programming and logic grammars
Genetic Programming (GP) and Inductive Logic Programming (ILP) have received increasing interest recently. Since their formalisms are so different, these two approaches cannot be integrated easily though they share many common goals and functionalities. A unification will greatly enhance their problem solving power. Moreover, they are restricted in the computer languages in which programs can b...
متن کاملAdaptive Setting of UFLS Relay Using Hourly Programming with Consideration of Renewable Energy Sources in Smart Grid
In the light of the emergence of smart grids, the functions associated with this type of grids in the blocks of the energy management system require the adoption of robust strategies in order to provide a higher level of control and protection. Under-frequency load shedding (UFLS) sheds load blocks when the frequency drop is below the threshold limit. In adaptive UFLS, in an advanced telecommun...
متن کاملCombining Genetic Programming and Inductive Logic Programming using Logic Grammars
Genetic Programming (GP) and Inductive Logic Programming (ILP) have received increasing interest recently. Since their formalisms are so different, these two approaches cannot be integrated easily though they share many common goals and functionalities. A unification will greatly enhance their problem solving power. In this paper, a framework to combine GP and ILP is presented. The framework is...
متن کاملEvolutionary Search in Inductive Equational Logic Programming
Concept learning is the induction of a description from a set of examples. Inductive logic programming can be considered a special case of the general notion of concept learning specifically referring to the induction of first-order theories. Both concept learning and inductive logic programming can be seen as a search over all possible sentences in some representation language for sentences th...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1995