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Combining configuration and recommendation to enable an interactive guidance of product line configuration

机译:结合配置和建议,实现产品线配置的交互式指导

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摘要

This paper is interested in e-commerce for complex configurable products/systems. E-commerce makes a wide use of recommendation techniques to help customers identify relevant products or services in large collections of offers. One particular way to achieve this is to offer customers a panel of options among which they can select their preferred ones. A trend in the industry is to go a step further, beyond the selection of pre-defined products from a catalogue by handling products customization. The systems engineering community has shown that, based on product line engineering methods, techniques and tools, it is possible to produce customized products efficiently and at low cost. The problem is that there are usually so many products in a PL that it is impossible to specify all of them explicitly, and therefore traditional recommendation techniques cannot be simply applied. This paper proposes an approach that combines two complementary forms of guidance: configuration and recommendation, to help customers define their own products out of a product line specification. The proposed approach, called interactive configuration supports the combination by organizing the configuration process in a series of partial configurations where decisions are made by the recommendation. This paper illustrates this process by applying it to an example with the content based method for recommendation and the a priori configuration approach.
机译:本文对复杂的可配置产品/系统的电子商务感兴趣。电子商务广泛使用了推荐技术,以帮助客户识别大量商品中的相关产品或服务。实现此目标的一种特殊方法是为客户提供选项面板,他们可以在其中选择自己喜欢的选项。该行业的趋势是要进一步发展,超越通过处理产品定制从目录中选择预定义产品。系统工程界已经表明,基于产品线工程方法,技术和工具,可以高效且低成本地生产定制产品。问题在于,PL中通常有很多产品,以致于无法明确指定所有产品,因此传统的推荐技术无法简单地应用。本文提出了一种方法,该方法结合了两种补充形式的指导:配置和推荐,以帮助客户根据产品线规格定义自己的产品。所提出的方法称为交互式配置,通过将配置过程组织为一系列部分配置(由建议进行决策​​)来支持组合。本文通过将其应用于基于内容的推荐方法和先验配置方法的示例来说明此过程。

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