一种跨媒体环境下考虑用户行为偏好的不实信息控制方法

By constructing an XYD-SIFMR model and implementing a three-dimensional control strategy, the limitations of model construction and the inefficiency of control strategies in the spread of misinformation in cross-media environments are solved. This achieves accurate and low-cost control of misinformation, and is applicable to multimedia platforms and private networks.

CN122412705APending Publication Date: 2026-07-17DONGBEI UNIVERSITY OF FINANCE AND ECONOMICS
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
DONGBEI UNIVERSITY OF FINANCE AND ECONOMICS
Filing Date
2026-04-21
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing technologies for controlling the spread of misinformation in cross-media environments suffer from limitations in model building, inefficient control strategies, and a lack of optimization methods, resulting in poor prevention and control effects or excessively high costs. They also fail to accurately characterize the dynamics of misinformation spread and cannot balance control costs with the loss of misinformation.

Method used

A cross-media misinformation propagation model (XYD-SIFMR) is constructed. By defining node state variables and state transition rules, a differential dynamic system is established. The cost objective function is constructed using the three-dimensional control strategy strength parameters as optimization variables. The optimal control solution is solved, and purification, treatment, and blocking strategies are implemented to control the propagation of misinformation.

Benefits of technology

It enables precise control of the spread of misinformation in cross-media environments, significantly reduces the scope of the impact of misinformation, balances control costs and information loss, and is applicable to scenarios such as social platforms, news websites and friend groups, and has good engineering application value.

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Abstract

本发明公开一种跨媒体环境下考虑用户行为偏好的不实信息控制方法,按照如下步骤进行:步骤1.构建不实信息传播模型;步骤1.1构建跨媒体不实信息传播网络,所述跨媒体不实信息传播网络是由公开媒体层和私密友谊层构成的双层网络;步骤1.2确定用户行为偏好参数及三维控制策略强度参数;步骤1.3定义节点状态变量及节点状态转换规则;步骤1.4建立微分动力系统;步骤2.基于所述微分动力系统,以三维控制策略强度参数为优化变量,构建成本目标函数并求解最优控制解;步骤3:根据最优控制解执行所述三维控制策略,实现不实信息传播控制。具有模型精准性高、控制效果显著、成本优化合理及良好的工程应用价值。
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