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Modeling resale value of road compaction equipment: a data mining approach

机译:道路压实设备转售价值建模:一种数据挖掘方法

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Resale value is an important aspect to be addressed when companies aim to shift from one-sale models to Product Service Systems (PSS). In the initial stages of the PSS design process, it is beneficial to predict how the mechanical features of the PSS hardware will impact resale value, so to orient business strategy decisions accordingly. The objective of this work is to propose a methodology to model the resale value of road compaction equipment using data mining techniques. By scrapping and merging data sets from the machine manufacturer and from dealers of second-hand machines, the work discusses how the derived correlations may be used to populate value models for early stage decision making.
机译:当公司旨在从单一销售模式转变为产品服务系统(PSS)时,转售价值是要解决的重要方面。在PSS设计过程的初始阶段,预测PSS硬件的机械功能将如何影响转售价值,从而据此确定业务战略决策是有益的。这项工作的目的是提出一种使用数据挖掘技术对道路压实设备的转售价值进行建模的方法。通过废弃和合并来自机器制造商和二手机器经销商的数据集,该工作讨论了如何将派生的相关性用于填充价值模型以进行早期决策。

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