Constrained dynamic rule induction learning

F Thabtah, I Qabajeh, F Chiclana - Expert Systems with Applications, 2016 - Elsevier
One of the known classification approaches in data mining is rule induction (RI). RI algorithms
such as PRISM usually produce If-Then classifiers, which have a comparable predictive …

Fast effective rule induction

WW Cohen - … of the twelfth international conference on …, 1995 - books.google.com
… Next, all instances covered by the learned rule set are removed from the dataset, and IREP
is … metric to guide rule pruning and an MDL-based heuristic for determining how many rules

Instance guided rule induction

N Yugami, Y Ohta, S Okamoto - International Conference on Discovery …, 1998 - Springer
induction algorithm, IGR, that uses each training instances as a guide of rule induction
IGR learns a set of if-then rules by inducing a pseudo-optimun classification rule for each …

Relational Rule Induction with CProgol4.4: A Tutorial Introduction

S Muggleton, J Firth - Relational data mining, 2001 - Springer
… After explaining how to download the source code, the reader is guided through … rule says
that for every instance of the head the body must be provable. This means that the target rule

Enhancing Rule Learning on Knowledge Graphs Through Joint Ontology and Instance Guidance

X Bao, Z Wang, K Wang, X Zhang, H Wu - Chinese Conference on Pattern …, 2023 - Springer
… evaluation stage for rule filtering. To address these issues, this paper proposes a Ontology
and Instance Guided Rule Learning (OIRL) approach to enhance rule learning on knowledge …

Enhancing the effectiveness and interpretability of decision tree and rule induction classifiers with evolutionary training set selection over imbalanced problems

S García, A Fernández, F Herrera - Applied soft computing, 2009 - Elsevier
… -sampling procedure guided by evolutionary algorithms to … and the rule sets obtained by
PART rule induction algorithm. … with the model induced by using the instances selected in S . …

[PDF][PDF] Problem solving and rule induction: A unified view

HA Simon, G Lea - Knowledge and cognition, 1974 - iiif.library.cmu.edu
… now interpreting as an instance, provides a partial test of the consistency of the rules. The …
by using information available in each space to guide search in the other. By focussing our …

[BOOK][B] Induction over large data bases

JR Quinlan - 1979 - dl.acm.org
induction algorithm, IGR, that uses each training instances as a guide of rule induction
IGR learns a set of if-then rules by inducing a pseudo-optimun classification rule for each …

Evolutionary fuzzy rule induction process for subgroup discovery: a case study in marketing

MJ Del Jesus, P González, F Herrera… - IEEE Transactions on …, 2007 - ieeexplore.ieee.org
… The evolutionary algorithm described in this paper induces fuzzy rules guided by the …
finished and a fuzzy rule has been obtained, the positive instances of the rule (covered examples) …

Learning classification rules using lattices

M Sahami - Machine Learning: ECML-95: 8th European …, 1995 - Springer
… through the space of rules is guided by heuristics as opposed … for rule induction and hence
new rules are induced. The … the most previously uncovered instance nodes and forms a rule. If …