图 书 馆
用于数据挖掘的形式化的背景知识的XML模式和主题映射本体An XML Schema and a Topic Map Ontology for Formalization of Background Knowledge in Data Mining |
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| 课程网址: | http://videolectures.net/eswc2010_hazucha_axsa/ |
| 主讲教师: | Andrej Hazucha |
| 开课单位: | 经济大学 |
| 开课时间: | 2010-06-30 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Background (or sometimes referred to as domain) knowledge is extensively used in data mining for data pre-processing and for nugget-oriented data mining tasks: it is essential for constraining the search space and pruning the results. Despite the costs of eliciting background knowledge from domain experts, there has been so far little effort to devise a common exchange standard for its representation. This paper proposes the Background Knowledge Exchange Format (BKEF), a lightweight XML Schema for storing information on features and patterns, and the Background Knowledge Ontology (BKOn), as its semantic abstraction. The purpose of BKOn is to allow reasoning over and integration of analysed data with existing domain ontologies. We show an elicitation interface producing BKEF and discuss the possibilities for integration of such background knowledge with domain ontologies. |
| 关 键 词: | 数据挖掘; 数据预处理; 背景知识本体 (BKOn) |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-09-21：heyf |
| 阅读次数: | 52 |