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Rapid Prototyping of CBR Applications with the Open Source Tool myCBR

机译:使用开源工具myCBR对CBR应用程序进行快速原型制作

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Although Case-Based Reasoning (CBR) claims to reduce the effort required for developing knowledge-based systems substantially compared with more traditional Artificial Intelligence approaches, the implementation of a CBR application from scratch is still a time consuming task. In this paper we present a novel, freely available tool for rapid prototyping of CBR applications that focuses on the similarity-based retrieval step, like for example case-based product recommender systems. By providing easy to use model generation, data import, similarity modeling, explanation, and testing functionality together with comfortable graphical user interfaces, the tool enables even CBR novices to rapidly create their first CBR applications. Nevertheless, at the same time it ensures enough flexibility to enable expert users to implement advanced CBR applications.
机译:尽管与更传统的人工智能方法相比,基于案例的推理(CBR)声称实质上减少了开发基于知识的系统所需的工作量,但是从头开始实现CBR应用程序仍然是一项耗时的任务。在本文中,我们提出了一种新颖,免费的CBR应用程序快速原型制作工具,该工具专注于基于相似度的检索步骤,例如基于案例的产品推荐系统。通过提供易于使用的模型生成,数据导入,相似性建模,解释和测试功能以及舒适的图形用户界面,该工具甚至使CBR新手都能快速创建其第一个CBR应用程序。尽管如此,它同时确保了足够的灵活性,使专家用户能够实施高级CBR应用程序。

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