Catalytic antibody database system and knowledge discovery method based on knowledge graph

Through the catalytic antibody database system based on knowledge graph, the multi-source prior knowledge of catalytic antibodies is integrated, and the fine-grained knowledge correlation and flow state are deeply revealed, which solves the problem of slow knowledge update speed of catalytic antibody research process and knowledge, and realizes accurate and efficient knowledge discovery services, and improves scientific research efficiency.

CN117828091BActive Publication Date: 2025-03-18CHENGDU DOCUMENT & INFORMATION CENT OF CHINESE ACAD OF SCI
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Patent Information

Application Number
CN202311569564.2
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2023-11-20
Publication Date
2025-03-18
Estimated Expiration
2043-11-20

AI Technical Summary

Technical Problem

The process and knowledge update of catalytic antibody research is slow, and there is a stagnation in research, mainly due to the knowledge and demand barriers between different subjects, as well as the scarcity and dispersion of research materials.

Method used

Using a catalytic antibody database system based on knowledge graphs, the multi-source prior knowledge of catalytic antibodies is integrated through the domain knowledge graph construction module, the key knowledge path mining module and the catalytic antibody knowledge discovery service module, the multi-source prior knowledge of catalytic antibodies is integrated, and the fine-grained knowledge association and flow state are deeply revealed, providing accurate and efficient knowledge discovery services.

Benefits of technology

Through the embedded semantic analysis and graph mining functions of the knowledge graph, accurate and efficient knowledge discovery services are provided for scientific research and innovation activities, helping scientific researchers quickly grasp the overall appearance of domain knowledge, explore reference value antibody enzyme synthesis solutions and potential disease treatment methods, and improve scientific research efficiency.

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Abstract

The present invention discloses a catalytic antibody database system and knowledge discovery method based on knowledge graph, which belongs to the field of data mining, and includes: a domain knowledge graph construction module, a key knowledge path mining module and a catalytic antibody knowledge discovery service module; the domain knowledge graph construction module is used to build a catalytic antibody multi-source fusion knowledge graph using a bottom-up and top-down strategy; the key knowledge path mining module measures the importance of the path through TF indicators, IKS indicators, and NCT indicators, and combines the semantic information of knowledge associations in the network and the influence of knowledge chains to screen knowledge paths, which is used to improve the accuracy of path mining effects and importance evaluation, and realize the optimization of knowledge discovery effects; the catalytic antibody knowledge discovery service module is used for knowledge association display and knowledge link mining. The present invention can improve the efficiency of scientific research.
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