Cost-sensitive learning classification strategy for predicting product failures

作者：

Highlights：

• Modified cost-sensitive classification strategy for an industrial problem.

• Decision rule for going through or skipping elements of last quality control stage.

• Trade-off problem between cost and quality.

• Modified strategy can also be applied on problems without an associated cost.

摘要

•Modified cost-sensitive classification strategy for an industrial problem.•Decision rule for going through or skipping elements of last quality control stage.•Trade-off problem between cost and quality.•Modified strategy can also be applied on problems without an associated cost.

论文关键词：Cost-sensitive learning,Predictive manufacturing,Failure prediction,Imbalance classification,Genetic algorithm,Voronoi diagram

论文评审过程：Received 28 September 2019, Revised 14 January 2020, Accepted 10 June 2020, Available online 18 June 2020, Version of Record 18 July 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2020.113653