Cosine Similarity-Based Pruning for Concept Discovery

A Dogan, A Mutlu, P Karagoz - … , ISCIS 2016, Kraków, Poland, October 27 …, 2016 - Springer
In this work we focus on improving the time efficiency of Inductive Logic Programming (ILP)-
based concept discovery systems. Such systems have scalability issues mainly due to the …

Policy-based memoization for ILP-based concept discovery systems

A Mutlu, P Karagoz - Journal of Intelligent Information Systems, 2016 - Springer
Abstract Inductive Programming Logic (ILP)-based concept discovery systems aim to find
patterns that describe a target relation in terms of other relations provided as background …

Improving scalability and efficiency of ILP-based and graph-based concept discovery systems

A Mutlu - 2013 - open.metu.edu.tr
Concept discovery is the problem of finding definitions of target relation in terms or other
relation given as a background knowledge. Inductive Logic Programming (ILP)-based and …

Utilizing coverage lists as a pruning mechanism for concept discovery

A Mutlu, A Dogan, P Karagoz - … and Systems 2014: Proceedings of the …, 2014 - Springer
Inductive logic programming (ILP)-based concept discovery systems lack computational
efficiency due to the evaluation of the large search spaces they build. One way to tackle this …