Event prediction method, device and terminal equipment based on event evolution knowledge ontology

A technology of event evolution and event evolution relationship, applied in the field of event prediction methods, devices and terminal equipment based on event evolution knowledge ontology, can solve the problems of lack and low event prediction accuracy, and achieve the effect of improving accuracy

Active Publication Date: 2022-06-24
NAT COMP NETWORK & INFORMATION SECURITY MANAGEMENT CENT
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AI Technical Summary

Problems solved by technology

[0005] This application provides an event prediction method, device and terminal equipment based on event evolution knowledge ontology, in order to at least solve the above-mentioned technical problem of "the accuracy of event prediction is not high due to the lack of a large amount of labeled training data". The method of data back-labeling effectively increases a large amount of labeled data based on knowledge, improves the efficiency of event prediction model construction, and effectively improves the accuracy of event prediction

Method used

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  • Event prediction method, device and terminal equipment based on event evolution knowledge ontology
  • Event prediction method, device and terminal equipment based on event evolution knowledge ontology
  • Event prediction method, device and terminal equipment based on event evolution knowledge ontology

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[0024] In order to make the purposes, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions in the embodiments of the present application will be described clearly and completely below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments It is a part of the embodiments of this application, but not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of the present application.

[0025] First of all, some nouns or terms that appear in the process of describing the embodiments of the present invention are suitable for the following explanations:

[0026] Event trigger word: a word used to describe the action of the event, for example, the event trigger word for the event "mechanical failure of a dump truck o...

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Abstract

The present application relates to an event prediction method, device and terminal equipment based on event evolution knowledge ontology. Among them, the method includes: by constructing an event evolution ontology knowledge base with event evolution relationship, extracting the first event chain and the first event tuple from the event evolution ontology knowledge base, adopting remote supervision, using the first event element The group and the first event chain carry out relational data back-labeling on unstructured texts to obtain event data with event evolution relationship, and use event data training to establish an event prediction model, which can effectively and quickly obtain a large number of marked training based on knowledge. data, thereby effectively improving the accuracy of event prediction.

Description

technical field [0001] The present application relates to the technical field of computer information processing, and in particular, to an event prediction method, apparatus and terminal device based on event evolution knowledge ontology. Background technique [0002] With the frequent occurrence of emergencies in recent years, the whole society is paying more and more attention to emergencies. Without adequate preparation, emergencies are often caught off guard, and when life safety is involved, time is life. Therefore, only quick and accurate responses can escort life safety. The relevant experience accumulated in the handling of more and more emergencies can be used as a preparatory measure to deal with future emergencies, and the development of events can provide great help for the prediction of emergencies. [0003] After analyzing related technologies, the inventor realized that the event prediction method in related technologies relies on specific words to construct...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F40/211G06F40/289G06F40/30G06F16/36G06N3/04G06N3/08
CPCG06F16/367G06N3/08G06N3/045
Inventor 贺敏王丽宏毛乾任李晨钟盛海黄洪仁李倩
Owner NAT COMP NETWORK & INFORMATION SECURITY MANAGEMENT CENT
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