一种面向非完备多源信息的数据处理方法及装置
By generating topological fingerprints and constructing semantic topological graphs, calculating class-conditional inconsistency scores and performing adaptive risk weighting, the problems of misjudgment and missed detection in incomplete multi-source information processing are solved, thereby improving the stability and efficiency of the system.
CN122086881BActive Publication Date: 2026-07-17NAT UNIV OF DEFENSE TECH
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- NAT UNIV OF DEFENSE TECH
- Filing Date
- 2026-04-22
- Publication Date
- 2026-07-17
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Figure CN122086881B_ABST
Abstract
本申请涉及一种面向非完备多源信息的数据处理方法及装置。所述方法包括：对多源数据通道进行质量评估，生成表征各所述数据通道可用性状态的拓扑指纹。据此在预构建的语义拓扑图中进行动态路由，确定当前输入数据对应的目标节点及所述目标节点的统计参数库。计算当前样本在特征空间中的类条件非一致性分数。校准样本的非一致性分数分布的信息熵，对样本进行自适应风险加权，并基于加权分位数确定动态安全阈值；将当前样本在各候选类别下的非一致性分数与动态安全阈值进行比较，生成包含满足阈值条件的类别的预测集合作为输出。采用本方法能够在无需人工标注的条件下，保障多源信息融合决策时，系统运行的稳定性与维护效率。
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