知识图谱研究进展

被引:227
作者
漆桂林
高桓
吴天星
机构
[1] 东南大学计算机科学与工程学院
关键词
人工智能; 知识图谱; 知识挖掘; 情报分析;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
随着大数据时代的到来,知识工程受到了广泛关注,如何从海量的数据中提取有用的知识,是大数据分析的关键。知识图谱技术提供了一种从海量文本和图像中抽取结构化知识的手段,从而具有广阔的应用前景。本文首先简要回顾知识图谱的历史,探讨知识图谱研究的意义。其次,介绍知识图谱构建的关键技术,包括实体关系识别技术、知识融合技术、实体链接技术和知识推理技术等。然后,给出现有开放的知识图谱数据集的介绍。最后,给出知识图谱在情报分析中的应用案例。
引用
收藏
页码:4 / 25
页数:22
相关论文
共 22 条
  • [1] Automatic acquisition of class disjointness[J] . Johanna V?lker,Daniel Fleischhacker,Heiner Stuckenschmidt.Web Semantics: Science, Services and Agents on th . 2015
  • [2] Ontology matching: A literature review[J] . Lorena Otero-Cerdeira,Francisco J. Rodríguez-Martínez,Alma Gómez-Rodríguez.Expert Systems With Applications . 2015 (2)
  • [3] Linked hypernyms: Enriching DBpedia with Targeted Hypernym Discovery[J] . Tomá? Kliegr.Web Semantics: Science, Services and Agents on the World Wide Web . 2014
  • [4] Large scale instance matching via multiple indexes and candidate selection[J] . Juanzi Li,Zhichun Wang,Xiao Zhang,Jie Tang.Knowledge-Based Systems . 2013
  • [5] YAGO2: A spatially and temporally enhanced knowledge base from Wikipedia[J] . Johannes Hoffart,Fabian M. Suchanek,Klaus Berberich,Gerhard Weikum.Artificial Intelligence . 2013
  • [6] BabelNet: The automatic construction, evaluation and application of a wide-coverage multilingual semantic network[J] . Roberto Navigli,Simone Paolo Ponzetto.Artificial Intelligence . 2012
  • [7] Class expression learning for ontology engineering
    Lehmann, Jens
    Auer, Soeren
    Buehmann, Lorenz
    Tramp, Sebastian
    [J]. JOURNAL OF WEB SEMANTICS, 2011, 9 (01): : 71 - 81
  • [8] Linked Data - The Story So Far
    Bizer, Christian
    Heath, Tom
    Berners-Lee, Tim
    [J]. INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS, 2009, 5 (03) : 1 - 22
  • [9] DBpedia - A crystallization point for the Web of Data
    Bizer, Christian
    Lehmann, Jens
    Kobilarov, Georgi
    Auer, Soeren
    Becker, Christian
    Cyganiak, Richard
    Hellmann, Sebastian
    [J]. JOURNAL OF WEB SEMANTICS, 2009, 7 (03): : 154 - 165
  • [10] An efficient and scalable algorithm for segmented alignment of ontologies of arbitrary size
    Seddiqui, Md. Hanif
    Aono, Masaki
    [J]. JOURNAL OF WEB SEMANTICS, 2009, 7 (04): : 344 - 356