Construction and fusion method of layered structure multi-level knowledge graph
A technology of knowledge graph and layered structure, applied in unstructured text data retrieval, semantic tool creation, instruments, etc., can solve the problem that general graph and domain graph cannot be integrated with each other, and reduce storage pressure and query pressure. , quick disambiguation, contact organized effect
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Embodiment 1
[0031] This embodiment provides a method for constructing a multi-level knowledge graph with a layered structure. figure 1 The hierarchical structure shown in the multi-level knowledge graph includes:
[0032] Build several levels of vertically cascaded graphs, each level includes multiple similar graphs; each graph includes an ontology structure, and each graph needs to build its own ontology structure, and the ontology structure includes one or more types and inter-types. association relationship.
[0033] When any low-level ontology structure is involved in the ontology structure to be constructed in the high-level graph, the high-level graph can refer to the involved ontology structure to construct its own ontology structure. When a type in a higher-level graph refers to a type in any lower-level graph, the types involved in the lower-level graph are colored.
[0034] The types include places, celebrities, etc., and the type of places can also include sub-types such as a...
Embodiment 2
[0054] A method for fusing a multi-level knowledge graph of a layered structure, which is used to fuse the multi-level knowledge graph of a layered structure constructed according to the construction method described in Embodiment 1, and fuses the ontology structures in the graph according to the involved ontology structure, The entities with the same entity name in each graph establish a mapping relationship or virtual connection according to the entity ID, and the entities with the same entity name are fused according to the mapping relationship and the virtual connection.
[0055] When the high-level graph and the low-level graph need to be fused, the overall framework can be fused first according to the involved ontology structure and the involved attribute structure.
[0056] The entities with the same entity name in each graph establish a mapping relationship or virtual connection according to the entity ID, and the entities with the same entity name are fused according t...
Embodiment 3
[0066] This embodiment provides a method for maintaining a multi-level knowledge graph with a layered structure, which is used to maintain the graph in Embodiment 1. The specific steps include:
[0067] Determine whether the entity belongs to a low-level graph or a high-level graph according to the type of the maintenance entity, and maintain the maintenance entity in the corresponding graph. When the identified type has an attribute extension identifier, it means that the type belongs to the high-level graph.
[0068] Generally speaking, the types of low-level graphs are relatively simple and belong to general knowledge, while the types of high-level graphs are more complex, including exclusive types or exclusive attributes in the field, so first determine whether the entities to be maintained belong to low-level graphs or high-level graphs according to the type. level map. If the type belongs to the type of the low-level graph, but there is an attribute extension mark on it,...
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