论文标题
多传感器数据和知识融合 - 术语定义的建议
Multi-Sensor Data and Knowledge Fusion -- A Proposal for a Terminology Definition
论文作者
论文摘要
Fusion是分析和利用可用数据集的常见工具,因此是数据挖掘和机器学习过程的重要组成部分。但是,由于文献不一致,并非总是提供对融合类型的明确定义。在下文中,融合过程是根据融合成分和融合发生的抽象水平定义的。本文第一部分的重点是术语的明确定义以及融合组件的适当本体论和融合水平的发展。在第二部分中,提出了常见的融合技术。
Fusion is a common tool for the analysis and utilization of available datasets and so an essential part of data mining and machine learning processes. However, a clear definition of the type of fusion is not always provided due to inconsistent literature. In the following, the process of fusion is defined depending on the fusion components and the abstraction level on which the fusion occurs. The focus in the first part of the paper at hand is on the clear definition of the terminology and the development of an appropriate ontology of the fusion components and the fusion level. In the second part, common fusion techniques are presented.