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A Weighted Likelihood Ensemble Approach for Failure Prediction of Water Pipes
Publisher: American Society of Civil Engineers
Abstract: This paper presents a novel weighted likelihood ensemble approach for predicting pipe failures in water distribution networks (WDNs). The proposed method leverages ensemble modeling, specifically stacking, to enhance ...
Semisupervised Clustering Approach for Pipe Failure Prediction with Imbalanced Data Set
Publisher: ASCE
Abstract: In recent years, machine learning (ML) approaches have been used widely for water pipe condition assessment and failure prediction. These methods require a considerable amount of data from water distribution networks (WDNs). ...