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 …
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 …
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 …
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 …
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
… 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 …
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
… -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 . …
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 …
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 …
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
… 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) …
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 …
new rules are induced. The … the most previously uncovered instance nodes and forms a rule. If …
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