GMM Clustering-Based Decision Trees Considering Fault Rate and Cluster Validity for Analog Circuit Fault Diagnosis

Traditional decision trees for fault diagnosis often use an ID3 construction algorithm. For promoting the accuracy and efficiency of decision trees, considering the cluster validity and fault rates, this paper proposes two improved trees, CV-DTs and FR-DTs. This paper mainly has two highlights. The...

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Veröffentlicht in:	IEEE access 2019, Vol.7, p.140637-140650
Hauptverfasser:	Shi, Junyou, He, Qingjie, Wang, Zili
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Analog circuits Circuit faults Classification algorithms Cluster validity Clustering Clustering algorithms decision tree Decision trees Diagnostic software Diagnostic systems Fault diagnosis fault rate GMM clustering ID3 algorithm Indexes Partitioning algorithms Validity
Online-Zugang:	Volltext
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