用matlab基于3sigma原则编写逐行查找数据表中异常值
时间: 2024-05-15 09:13:31 浏览: 165
以下是基于3sigma原则编写的逐行查找数据表中异常值的Matlab代码:
```matlab
% 读取数据表
data = readtable('data.csv');
% 初始化异常值矩阵
outliers = [];
% 遍历每一行数据
for i = 1:size(data,1)
% 提取当前行数据
row = table2array(data(i,:));
% 计算当前行数据的平均值和标准差
row_mean = mean(row);
row_std = std(row);
% 计算当前行数据的上下限
lower_limit = row_mean - 3*row_std;
upper_limit = row_mean + 3*row_std;
% 查找当前行数据中的异常值
row_outliers = row(row < lower_limit | row > upper_limit);
% 如果当前行存在异常值,则添加到异常值矩阵中
if ~isempty(row_outliers)
outliers = [outliers; i, row_outliers];
end
end
% 输出异常值矩阵
disp('行号 异常值');
disp(outliers);
```
该代码将数据表存储在名为"data.csv"的CSV文件中,并通过逐行遍历计算每行数据的平均值和标准差,然后根据3sigma原则计算当前行数据的上下限。接着,该代码查找当前行数据中的异常值,并将其添加到异常值矩阵中。最后,该代码输出异常值矩阵,其中包含行号和异常值。
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