摘要翻译:
许多系统可以用离散元素的网络及其相互间的各种关系来描述。语义网络,或多关系网络,是由一组由一组异构关系连接的异构实体组成的有向标号图。语义网络是一种很有前途的通用复杂系统建模基础。现在有各种标准化的格式和工具来支持实际的、大规模的语义网络模型。首先,资源描述框架(RDF)提供了一个标准化的语义网络数据模型,可以通过RDF模式(RDFS)和Web本体语言(OWL)等本体建模语言进一步形式化。其次,最近推出的高性能三存储(即语义网络数据库)允许有效地存储和操作约$10^9$边的语义网络模型。RDF及其相关技术目前广泛应用于计算机科学、数字图书馆科学、生物科学等领域。本文将介绍RDF/RDFS/OWL,并检验其对离散元复杂系统建模的适用性。
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英文标题:
《Using RDF to Model the Structure and Process of Systems》
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作者:
Marko A. Rodriguez, Jennifer H. Watkins, Johan Bollen, Carlos
Gershenson
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最新提交年份:
2007
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分类信息:
一级分类:Computer Science 计算机科学
二级分类:Artificial Intelligence 人工智能
分类描述:Covers all areas of AI except Vision, Robotics, Machine Learning, Multiagent Systems, and Computation and Language (Natural Language Processing), which have separate subject areas. In particular, includes Expert Systems, Theorem Proving (although this may overlap with Logic in Computer Science), Knowledge Representation, Planning, and Uncertainty in AI. Roughly includes material in ACM Subject Classes I.2.0, I.2.1, I.2.3, I.2.4, I.2.8, and I.2.11.
涵盖了人工智能的所有领域,除了视觉、机器人、机器学习、多智能体系统以及计算和语言(自然语言处理),这些领域有独立的学科领域。特别地,包括专家系统,定理证明(尽管这可能与计算机科学中的逻辑重叠),知识表示,规划,和人工智能中的不确定性。大致包括ACM学科类I.2.0、I.2.1、I.2.3、I.2.4、I.2.8和I.2.11中的材料。
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英文摘要:
Many systems can be described in terms of networks of discrete elements and their various relationships to one another. A semantic network, or multi-relational network, is a directed labeled graph consisting of a heterogeneous set of entities connected by a heterogeneous set of relationships. Semantic networks serve as a promising general-purpose modeling substrate for complex systems. Various standardized formats and tools are now available to support practical, large-scale semantic network models. First, the Resource Description Framework (RDF) offers a standardized semantic network data model that can be further formalized by ontology modeling languages such as RDF Schema (RDFS) and the Web Ontology Language (OWL). Second, the recent introduction of highly performant triple-stores (i.e. semantic network databases) allows semantic network models on the order of $10^9$ edges to be efficiently stored and manipulated. RDF and its related technologies are currently used extensively in the domains of computer science, digital library science, and the biological sciences. This article will provide an introduction to RDF/RDFS/OWL and an examination of its suitability to model discrete element complex systems.
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PDF链接:
https://arxiv.org/pdf/0709.1167


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