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基于动态窗口的灰色加权填充算法及应用∗

王泽 程恺 董坤 王家腾

指挥控制与仿真2016,Vol.38Issue(2):43-47,5.
指挥控制与仿真2016,Vol.38Issue(2):43-47,5.DOI:10.3969/j.issn.1673-3819.2016.02.010

基于动态窗口的灰色加权填充算法及应用∗

Grey Weighted Imputation Method Based on Dynamic Window and Its Application

王泽 1程恺 1董坤 1王家腾1

作者信息

  • 1. 解放军理工大学指挥信息系统学院仿真与数据中心,江苏 南京 210007
  • 折叠

摘要

Abstract

In order to solve the difficulty of single attribute missing values imputation in complex systems, a grey weighted imputation algorithm based on dynamic window is proposed. The algorithm imput missing values with two⁃way grey prediction model and model accuracy evaluation coefficient weighting method, which enhanced the algorithm precision effectively. It in⁃troduces a dynamic flexible window concept based on grey model evaluation coefficient feedback for finding the optimal mod⁃el, which makes the algorithm be robust and adaptable. Numerical experiments results show that comparing several existing method, the algorithm can achieve better performance on root⁃mean⁃square error and mean accuracy.

关键词

动态窗口/灰色预测/加权系数/缺失值填充/军事训练数据

Key words

dynamic window/grey predict/weighted coefficient/missing value imputation/military training data

分类

军事科技

引用本文复制引用

王泽,程恺,董坤,王家腾..基于动态窗口的灰色加权填充算法及应用∗[J].指挥控制与仿真,2016,38(2):43-47,5.

基金项目

江苏省自然科学基金 ()

指挥控制与仿真

OACSTPCD

1673-3819

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