Case-Based Reasoning Research and Development

Case-Based Reasoning Research and Development
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基于案例的推理研究与开发

DOI:
10.1007/978-3-642-39056-2_11
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发表时间:
2013
期刊:
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影响因子:
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通讯作者:
Horsburgh B
Horsburgh B
中科院分区:
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文献类型:
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作者:
Horsburgh B

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实物纺织品档案的数字化是苏格兰纺织业的一个重要过程。这种转变创造了一个容易获得广泛知识的接入点,可以用来理解历史背景并激发未来的创造力。然而,这种档案的创建带来了有趣的新挑战,例如如何组织这些丰富的信息,并使其以有意义的方式可用。我们提出了一种基于案例的推理方法来创建数字档案并调整该档案中项目的表示。通过这样做,我们能够了解描述项目的重要方面,从而提高向系统用户提出的建议的质量。我们通过构建一个由行业专家和学生完成的用户研究来评估这种方法。我们还比较了用户与离线物理案例库和在线数字案例库的交互方式。对我们的代表性适应情况的评价,以及我们对实物档案和数字档案的比较,突出了可以提供信息并加强创建新案例库的进程的主要调查结果。
The digitisation of physical textiles archives is an important process for the Scottish textiles industry. This transformation creates an easy access point to a wide breadth of knowledge, which can be used to understand historical context and inspire future creativity. The creation of such archives however presents interesting new challenges, such as how to organise this wealth of information, and make it accessible in meaningful ways. We present a Case Based Reasoning approach to creating a digital archive and adapting the representation of items in this archive. In doing so we are able to learn the important facets describing an item, and therefore improve the quality of recommendations made to users of the system. We evaluate this approach by constructing a user study, which was completed by industry experts and students. We also compare how users interact with both an offline physical case base, and the online digital case base. Evaluation of our representation adaptation, and our comparison of physical and digital archives, highlights key findings that can inform and strengthen the process for creating new case bases.