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Sorting Center Value Identification of "Internet + Recycling" Based on Transfer Clustering. | LitMetric

Sorting Center Value Identification of "Internet + Recycling" Based on Transfer Clustering.

Sensors (Basel)

Key Laboratory of Advanced Process Control for Light Industry, Jiangnan University, Wuxi 214122, China.

Published: October 2022

As the core link of the "Internet + Recycling" process, the value identification of the sorting center is a great challenge due to its small and imbalanced data set. This paper utilizes transfer fuzzy c-means to improve the value assessment accuracy of the sorting center by transferring the knowledge of customers clustering. To ensure the transfer effect, an inter-class balanced data selection method is proposed to select a balanced and more qualified subset of the source domain. Furthermore, an improved (Recency, Frequency, and Monetary) model, named (Gap, Frequency, Monetary, and Repeat), has been presented to attain a more reasonable attribute description for sorting centers and consumers. The application in the field of electronic waste recycling shows the effectiveness and advantages of the proposed method.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9572044PMC
http://dx.doi.org/10.3390/s22197629DOI Listing

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