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Conceptual data model automatic conversion method based on semantic analysis

A technology for conceptual data and semantic analysis, applied in the field of information processing, can solve the problems of low conversion efficiency and effectiveness, and low reusability, and achieve the effect of improving conversion efficiency and effectiveness.

Active Publication Date: 2020-01-17
NANJING UNIV OF AERONAUTICS & ASTRONAUTICS
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Problems solved by technology

[0005] Purpose of the invention: The embodiment of the present invention provides an automatic conceptual data model conversion method based on semantic analysis to solve the problems of low reusability, low conversion efficiency and effectiveness in model conversion examples in the prior art

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  • Conceptual data model automatic conversion method based on semantic analysis
  • Conceptual data model automatic conversion method based on semantic analysis
  • Conceptual data model automatic conversion method based on semantic analysis

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Embodiment Construction

[0055] The present invention will be further described in detail with reference to the accompanying drawings. Obviously, the described embodiments are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0056] A kind of automatic conversion method of conceptual data model based on semantic analysis of the present invention, builds on the conceptual semantic network database (ConceptNet), has the function of Chinese and English bilingual semantic relation analysis concurrently; Extract the semantic related knowledge in " ConceptNet ", Stored in a high-performance NOSQL graph database "Neo4J", using the advantages of "Neo4J" to handle a large amount of complex, interconnected, and low-structured data, it improves the efficiency of large-scale data que...

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Abstract

The invention discloses a conceptual data model automatic conversion method based on semantic analysis. The conceptual data model automatic conversion method comprises the steps that (1) words in a conceptual semantic network database and the relation between the words are imported into a Neo4J database; (2) analyzing the relationship between the words in the Neo4J database, and calculating a semantic comparison relationship value between the two words; (3) detecting a concept mapping relationship between a pair of source element models according to the semantic comparison relationship value,correspondingly obtaining entities and attributes in the successfully matched element models, respectively storing the entities and attributes in the unsuccessfully matched element models as new source element models, and repeating the step until all source element models are compared; and (4) matching the new source meta-model with the target meta-model, and taking the successfully matched part as a meta-model conversion rule to obtain an entity and an attribute with potential mapping. According to the method, the model conversion process based on the fine meta-model is defined in the ACDMTM,and a mechanism for generating the conversion rule from the automatically detected potential mapping is defined in the conversion process, so that the conversion efficiency and effectiveness are improved.

Description

technical field [0001] The invention mainly relates to the technical field of information processing, in particular to an automatic conversion method of conceptual data models based on semantic analysis. Background technique [0002] Data are symbols that represent properties of objects, events, and their environments. They are the product of observation. Data arrives from a wide variety of heterogeneous sources at a very rapid rate. Every aspect of society is overwhelmed by the massive amount of generated data. In order to make better use of these data, data integration is necessary. Data integration involves combining data residing in different sources and providing users with a unified view. Data integration plays a key role in generating information and then building a knowledge base. [0003] Science has promoted the progress of entity analysis, but entity analysis not only faces traditional problems such as fuzzy attributes, but also faces more and more data sets and m...

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Application Information

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IPC IPC(8): G06F16/25G06F16/2458
CPCG06F16/258G06F16/2458
Inventor 王铁鑫曹静雯李文心
Owner NANJING UNIV OF AERONAUTICS & ASTRONAUTICS
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