Fuzzy connected-triple for predicting inter-variable correlation

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

Crynodeb

Identifying relationship between attribute variables from different data sources is an emerging field in data mining. However, currently there seldom exist effective methods designed for this particular problem. In this paper, a novel approach for inter-variable correlation prediction is proposed through the employment of the concept of connected-triple, and implemented with fuzzy logic. By the use of link strength measurements and fuzzy inference, the job of detecting similar or related variables can be accomplished via examining the link relation patterns. Comparative experimental investigations are carried out, demonstrating the potential of the proposed work in generating acceptable predicted results, while involving only simple computations
Iaith wreiddiolSaesneg
TeitlThe 17th UK Workshop on Computational Intelligence
CyhoeddwrSpringer Nature
Tudalennau49-62
ISBN (Electronig)9783319669397
ISBN (Argraffiad)9783319669380
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 05 Medi 2017
Digwyddiad17th Annual UK Workshop on Computational Intelligence - Cardiff University, Cardiff, Teyrnas Unedig Prydain Fawr a Gogledd Iwerddon
Hyd: 06 Medi 201708 Medi 2017

Cyfres gyhoeddiadau

EnwAdvances in Intelligent Systems and Computing
Cyfrol650
ISSN (Argraffiad)2194-5357
ISSN (Electronig)2194-5365

Cynhadledd

Cynhadledd17th Annual UK Workshop on Computational Intelligence
Teitl crynoUKCI-2017
Gwlad/TiriogaethTeyrnas Unedig Prydain Fawr a Gogledd Iwerddon
DinasCardiff
Cyfnod06 Medi 201708 Medi 2017

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