Multidimensional Data Sensitivity Calculation and Classification Based on Information Entropy

被引:0
|
作者
Guo, Qian [1 ]
Xu, Chao [2 ]
Zou, Yunfeng [2 ]
Zhao, Lei [2 ]
机构
[1] State Grid Smart Grid Res Inst Co Ltd, Nanjing, Peoples R China
[2] State Grid Jiangsu Mkt Serv Ctr, Nanjing, Peoples R China
来源
PROCEEDINGS OF 2024 INTERNATIONAL CONFERENCE ON POWER ELECTRONICS AND ARTIFICIAL INTELLIGENCE, PEAI 2024 | 2024年
关键词
component; data sensitivity; information entropy; data availability; data relevance; data quality; power sensitive data;
D O I
10.1145/3674225.3674339
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to evaluate the sensitivity of power data in business systems, the combined entropy of multi-dimensional attributes of data is used to calculate and classify data sensitivity. First, preprocess the power data, and then calculate the power data information entropy; then, filter the features through their information gain ratio and drift degree to reduce redundant and unstable features; finally, combine the availability and correlation of the data and quality, completing the calculation and grading of data sensitivity. This method fully considers the difference in sensitivity of different attribute information, can effectively and accurately measure the sensitivity of data, and improves the robustness of data sensitivity calculation.
引用
收藏
页码:624 / 628
页数:5
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