Ontology of core data mining entities
Ontology of core data mining entities
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DOI：
10.1007/s10618-014-0363-0
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发表时间：
2014-09-01
影响因子：
4.8
通讯作者：
Dzeroski, Saso
中科院分区：
文献类型：
--
作者：
Panov, Pance;Soldatova, Larisa;Dzeroski, Saso
在这篇文章中，我们提出了OntoDM-core，核心数据挖掘实体的本体。OntoDM-core在一个三层本体结构中定义了最基本的数据挖掘实体，该结构包括规范、实现和应用层。它为挖掘结构化数据的描述提供了一个代表性的框架，此外还提供了基于数据类型的数据集、数据挖掘任务、概括、数据挖掘算法和约束的分类。OntoDM-core旨在支持广泛的应用/用例，例如数据挖掘算法，数据集和结果的语义注释;药物发现调查背景下的QSAR研究注释;以及文本挖掘中术语的消歧。该本体经过了本体工程实践的全面评估，具有与多个领域资源的互操作性，易于扩展。OntoDM-core可在http.// www.ontodm.com
In this article, we present OntoDM-core, an ontology of core data mining entities. OntoDM-core defines the most essential data mining entities in a three-layered ontological structure comprising of a specification, an implementation and an application layer. It provides a representational framework for the description of mining structured data, and in addition provides taxonomies of datasets, data mining tasks, generalizations, data mining algorithms and constraints, based on the type of data. OntoDM-core is designed to support a wide range of applications/use cases, such as semantic annotation of data mining algorithms, datasets and results; annotation of QSAR studies in the context of drug discovery investigations; and disambiguation of terms in text mining. The ontology has been thoroughly assessed following the practices in ontology engineering, is fully interoperable with many domain resources and is easy to extend. OntoDM-core is available at http.//www.ontodm.com