Generic ontology of datatypes
Generic ontology of datatypes
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DOI：
10.1016/j.ins.2015.08.006
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发表时间：
2016-02-01
影响因子：
8.1
通讯作者：
Dzeroski, Saso
中科院分区：
文献类型：
--
作者：
Panov, Pance;Soldatova, Larisa N.;Dzeroski, Saso
我们提出OntoDT，一个通用的本体论的科学知识的表示数据库。OntoDT定义基本实体，如数据类型、数据库属性、规范、特征化操作和数据类型分类法。我们在几个用例上演示了OntoDT的实用性。OntoDT用于核心数据挖掘实体的本体中，用于构建数据集、数据挖掘任务、概括和数据挖掘算法的分类。此外，我们还展示了OntoDT如何用于注释和查询数据集存储库。我们还展示了OntoDT如何改进BioXSD交换格式中基本生物信息学类型数据的数据库表示。OntoDT的通用性使其能够支持广泛的其他应用程序，特别是与其他领域特定的本体相结合：数据挖掘工作流的构建，软件和算法的注释，科学文章的语义注释等OntoDT是开源的，可在http://www.ontodtcom上获得。(C)2015作者爱思唯尔公司出版
We present OntoDT, a generic ontology for the representation of scientific knowledge about datatypes. OntoDT defines basic entities, such as datatype, properties of datatypes, specifications, characterizing operations, and a datatype taxonomy. We demonstrate the utility of OntoDT on several use cases. OntoDT was used within an Ontology of core data mining entities for constructing taxonomies of datasets, data mining tasks, generalizations and data mining algorithms. Furthermore, we show how OntoDT can be used to annotate and query dataset repositories. We also show how OntoDT can improve the representation of datatypes in the BioXSD exchange format for basic bio-informatics types of data. The generic nature of OntoDT enables it to support a wide range of other applications, especially in combination with other domain specific ontologies: the construction of data mining workflows, annotation of software and algorithms, semantic annotation of scientific articles, etc. OntoDT is open source and is available at http://www.ontodtcom. (C) 2015 The Authors. Published by Elsevier Inc.