Phase transition and New Fitness Function based Genetic Inductive Logic Programming algorithm

2012 ◽  
Author(s):  
Yanjuan Li ◽  
Maozu Guo
Keyword(s):  
Phase Transition ◽  
Logic Programming ◽  
Inductive Logic Programming ◽  
Fitness Function ◽  
Inductive Logic ◽  
Programming Algorithm

An Inductive Logic Programming Algorithm Based on Artificial Bee Colony

2019 ◽  
Vol 12 (1) ◽  
pp. 89-104
Author(s):  
Yanjuan Li ◽  
Mengting Niu ◽  
Jifeng Guo
Keyword(s):  
Logic Programming ◽  
Inductive Logic Programming ◽  
Artificial Bee Colony ◽  
Fitness Function ◽  
Inductive Logic ◽  
Stochastic Search ◽  
Food Sources ◽  
Programming Algorithm ◽  
Great Success ◽  
Bee Colony

Inductive logic programming (ILP) is a hot research field in machine learning. Although ILP has obtained great success in many domains, in most ILP system, deterministic search are used to search the hypotheses space, and they are easy to trap in local optima. To overcome the shortcomings, an ILP system based on artificial bee colony (ABCILP) is proposed in this article. ABCILP adopts an ABC stochastic search to examine the hypotheses space, the shortcoming of deterministic search is conquered by stochastic search. ABCILP regard each first-order rule as a food source and propose some discrete operations to generate the neighborhood food sources. A new fitness is proposed and an adaptive strategy is adopted to determine the parameter of the new fitness. Experimental results show that: 1) the proposed new fitness function can more precisely measure the quality of hypothesis and can avoid generating an over-specific rule; 2) the performance of ABCILP is better than other systems compared with it.

ILPNET repositories on WWW: Inductive Logic Programming systems, datasets and bibliography

1996 ◽  
Vol 9 (4) ◽  
pp. 157-206 ◽  
Author(s):  
Nada Lavrač ◽  
Irene Weber ◽  
Darko Zupanič ◽  
Dimitar Kazakov ◽  
Olga Štěpánková ◽  
...  
Keyword(s):  
Logic Programming ◽  
Inductive Logic Programming ◽  
Inductive Logic ◽  
Programming Systems

An Inductive Logic Programming-Based Approach for Ontology Population from the Web

2013 ◽  
pp. 319-326 ◽  
Author(s):  
Rinaldo Lima ◽  
Bernard Espinasse ◽  
Hilário Oliveira ◽  
Rafael Ferreira ◽  
Luciano Cabral ◽  
...  
Keyword(s):  
Logic Programming ◽  
Inductive Logic Programming ◽  
Inductive Logic ◽  
Ontology Population ◽  
The Web
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