A Method for Automatic Construction of Ontological Knowledge Bases. III. Automatic Generation of Taxonomy as the Basis for Ontology(*)

被引：2
|
作者：
Marchenko, O. O. [1 ]
机构：
[1] Taras Shevchenko Natl Univ Kyiv, Kiev, Ukraine
来源：
CYBERNETICS AND SYSTEMS ANALYSIS | 2016年 / 52卷 / 03期
关键词：
automatic knowledge extraction; corpus linguistics; ontology; non-negative tensor factorization;
D O I：
10.1007/s10559-016-9836-z
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
A method is developed for the automatic generation of ontological knowledge bases. An algorithm is created for the extraction of explicit semantic relationships between concepts of an ontology on the basis of their semantic-syntactic valence vectors. Vectors of semantic-syntactic valences of words were also used as context vectors in an algorithm for formal concept analysis, which made it possible to develop a method for the automatic generation of high-quality taxonomies. As a result, a basic algorithm for the automatic generation of ontological knowledge bases was developed on the basis of the tensor semantic-syntactic model of natural language.
引用
收藏
页码：365 / 370
页数：6
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