在.net中使用LinEst()

本文关键字:LinEst net | 更新日期: 2023-09-27 18:15:27

我想使用Excel的内置函数LINEST()在。net中进行回归分析。我能够使用函数与方阵数组,但当它不是方阵说的顺序[12,3],那么它给出的错误为:

WorksheetFunction类的LinEst方法失败

请帮我解决这个问题,因为这对我完成这个代码非常重要。这是我的完整代码:

        System.Data.DataTable dt = new System.Data.DataTable();
        SqlCommand  cmd =new SqlCommand("Select QtytoTransfer from DEmo ",con);
        SqlDataAdapter adp = new SqlDataAdapter(cmd);
        adp.Fill(dt);
        List<double> yDatapoints =new List<double>();
        foreach (DataRow dr in dt.Rows)
        {
            yDatapoints.Add(Convert.ToDouble( dr["QtytoTransfer"].ToString()));
        }

        System.Data.DataTable dt1 = new System.Data.DataTable();
        SqlCommand sqlcmd = new SqlCommand("Select CurrentQoh,QtySold,GameTime from DEmo ", con);
        SqlDataAdapter adp1 = new SqlDataAdapter(sqlcmd);
        adp1.Fill(dt1);
        double[,] xAll = new double[dt1.Rows.Count, dt1.Columns.Count];
        for (int i = 0; i < dt1.Rows.Count; ++i)
        {
            for (int j = 0; j < dt1.Columns.Count; ++j)
            {
                xAll[i, j] = Convert.ToDouble(dt1.Rows[i][j].ToString());
            }
        }
        Microsoft.Office.Interop.Excel.Application xl = new Microsoft.Office.Interop.Excel.Application();
        Microsoft.Office.Interop.Excel.WorksheetFunction wsf = xl.WorksheetFunction;
        object[,] reslut = (object[,])wsf.LinEst(yDatapoints.ToArray(), xAll, missing, true);

在.net中使用LinEst()

如果你的xAll有一个维度[12,3],你的ydatapots长度应该是3为正常运行的LinEst()。

using System;
namespace InteropExcel {
    class Program {
        static void Main(string[] args) {
            Random rand = new Random();
            double[] yDatapoints = new double[3];
            for (int i = 0; i < 3; i++) {
                yDatapoints[i]=rand.Next(20, 60);
            }
            double[,] xAll = new double[12, 3];
            for (int i = 0; i < 12; i++) {
                for (int j = 0; j < 3; j++) {
                    xAll[i, j] = rand.Next(2, 100);
                }
            }
            Microsoft.Office.Interop.Excel.Application xl = new Microsoft.Office.Interop.Excel.Application();
            Microsoft.Office.Interop.Excel.WorksheetFunction wsf = xl.WorksheetFunction;
            object[,] result = (object[,])wsf.LinEst(yDatapoints, xAll, Type.Missing, true);

        }
    }
}

xAll的列大小应该等于ydatapots数组的长度。请尽量让我知道。

下面是Excel的LINEST()函数在c#中的实现。这可能比在Microsoft.Office.Interop.Excel DLL文件上创建一个依赖项更容易。

返回给定数据集的斜率,使用与LINEST()相同的"最小二乘"方法进行归一化:

public static double CalculateLinest(double[] y, double[] x)
{
   double linest = 0;
   if (y.Length == x.Length)
   {
      double avgY = y.Average();
      double avgX = x.Average();
      double[] dividend = new double[y.Length];
      double[] divisor = new double[y.Length];
      for (int i = 0; i < y.Length; i++)
      {
         dividend[i] = (x[i] - avgX) * (y[i] - avgY);
         divisor[i] = Math.Pow((x[i] - avgX), 2);
      }
      linest = dividend.Sum() / divisor.Sum();
   }
   return linest;
}

另外,这里是我写的一个方法来获取Excel的LINEST函数生成的"b"(y截距)值。

private double CalculateYIntercept(double[] x, double[] y, double linest)
{
    return (y.Average() - linest * x.Average());
}

由于这些方法只适用于一组数据,如果您希望生成多组线性回归数据,我建议在循环中调用它们。

这个链接帮我找到了答案:https://agrawalreetesh.blogspot.com/2011/11/how-to-calculate-linest-of-given.html