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Rumor detection method and device fusing user information and text information

A text information and user information technology, applied in the field of data processing, can solve problems such as poor performance and inaccurate rumor detection, and achieve the effect of improving timeliness and accurate rumor detection results

Pending Publication Date: 2022-04-12
CHINA THREE GORGES UNIV
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The present invention provides a rumor detection method and device that integrates user information and text information, which is used to solve the defects of poor performance in early detection and inaccurate detection of rumors in the prior art, and to realize fast and accurate detection of rumors

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  • Rumor detection method and device fusing user information and text information
  • Rumor detection method and device fusing user information and text information
  • Rumor detection method and device fusing user information and text information

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Embodiment Construction

[0042] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention. Obviously, the described embodiments are part of the embodiments of the present invention , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0043]In the description of this embodiment, it should be understood that the terms "first" and "second" are only used to distinguish different descriptions, and cannot be understood as indicating or implying relative importance or hierarchical order.

[0044] The existing rumor detection methods need to use the user’s comment information and forwarding information on the source text to detec...

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Abstract

The invention provides a rumor detection method and device fusing user information and text information. The method comprises the steps of obtaining first source text information of a to-be-detected event and first user information corresponding to the first source text information; inputting the first source text information and the first user information into a conditional generative adversarial network model to obtain simulation response data of the to-be-detected event generated by the conditional generative adversarial network model; inputting the first source text information, the first user information and the simulation response data into a classification model to obtain a rumor detection result of the to-be-detected event output by the classification model; in the whole rumor detection process, the rumor detection result of the to-be-detected event can be quickly obtained only according to the first source text information and the first user information of the to-be-detected event, and good timeliness is achieved; moreover, the first source text information, the first user information and the simulation response data are combined, so that the rumor detection result is more accurate.

Description

technical field [0001] The invention relates to the technical field of data processing, in particular to a method and device for detecting rumors that fuse user information and text information. Background technique [0002] Social media is a double-edged sword for news consumers. Because of its low cost, easy access and rapid information dissemination, social media brings convenience for people to keep abreast of news. However, it also creates a favorable environment for fake news to thrive. Fake news refers to intentionally fabricated rumors that are contrary to the facts. It has a certain degree of secrecy and deception and will bring adverse effects and losses to society. [0003] To deal with a large amount of news on the Internet, it is necessary to build a corresponding automatic detection model to identify fake news and detect rumor events. Existing rumor detection technologies have the following problems: (1) Most of the existing rumor detection technologies use u...

Claims

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Application Information

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IPC IPC(8): G06F16/9536G06F40/289G06F40/30G06F16/35G06N3/04G06N3/08
Inventor 朱玉敏董方敏徐义春
Owner CHINA THREE GORGES UNIV
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