使用uComp Protege插件的基于群组的本体工程Crowd-based Ontology Engineering with the uComp Protege Plugin |
|
课程网址: | http://videolectures.net/iswc2017_sabou_protege_plugin/ |
主讲教师: | Marta Sabou |
开课单位: | 维也纳科技大学 |
开课时间: | 2017-11-28 |
课程语种: | 英语 |
中文简介: | 众包技术已被证明为解决各种本体工程问题提供了有效的手段。然而,它们主要被用作本体工程的外部手段,而没有与本体工程师的工作紧密结合。在本文中,我们研究了如何将众包紧密地集成到本体工程实践中。首先,我们展示了一组基本的众包任务被反复用于解决一系列本体工程问题。其次,我们提出了uComp-Protege插件,该插件有助于将此类典型的众包任务从Protege本体编辑环境中集成到本体工程工作中。在从自动学习的语义结构构建本体的典型本体工程场景中对插件的评估表明,它的使用将本体工程师的工作时间减少了11倍,降低了总体任务成本,40%至83%取决于所使用的众包设置,并使数据质量与本体工程师执行的任务相当。对解剖领域的大型本体的评估证实,众包是一种可扩展且有效的方法:获得了高质量的结果(准确率分别为89%和99%),同时实现了本体工程师成本的75%的成本降低,并提供了可比的总体任务时长。 |
课程简介: | Crowdsourcing techniques have been shown to provide effective means for solving a variety of ontology engineering problems. Yet, they are mainly being used as external means to ontology engineering, without being closely integrated into the work of ontology engineers. In this paper we investigate how to closely integrate crowdsourcing into ontology engineering practices. Firstly, we show that a set of basic crowdsourcing tasks are used recurrently to solve a range of ontology engineering problems. Secondly, we present the uComp Protege plugin that facilitates the integration of such typical crowdsourcing tasks into ontology engineering work from within the Protege ontology editing environment. An evaluation of the plugin in a typical ontology engineering scenario where ontologies are built from automatically learned semantic structures, shows that its use reduces the working times for the ontology engineers 11 times, lowers the overall task costs with 40% to 83% depend- ing on the crowdsourcing settings used and leads to data quality com- parable with that of tasks performed by ontology engineers. Evaluations on a large ontology from the anatomy domain confirm that crowdsourcing is a scalable and effective method: good quality results (accuracy of 89% and 99%) are obtained while achieving cost reductions with 75% from the ontology engineer costs and providing comparable overall task duration. |
关 键 词: | 众包技术; 本体工程; 编辑环境 |
课程来源: | 视频讲座网 |
数据采集: | 2023-07-24:chenxin01 |
最后编审: | 2023-07-24:chenxin01 |
阅读次数: | 22 |