vb 多项式回归代码
以下是一个使用VB语言实现多项式回归的代码示例:array在vb什么意思啊
```vb
Imports System
Imports System.Collections.Generic
Imports System.Linq
Imports System.Text
Imports System.Threading.Tasks
Module Program
Sub Main(args As String())
' 输入数据
Dim xValues As Double() = {1, 2, 3, 4, 5}
Dim yValues As Double() = {3, 5, 7, 9, 11}
' 多项式回归的阶数
Dim degree As Integer = 2
' 创建多项式回归模型
Dim regression As New PolynomialRegression(degree)
' 训练模型
regression.Train(xValues, yValues)
' 预测新数据
Dim newXValue As Double = 6
Dim newYValue As Double = regression.Predict(newXValue)
Console.WriteLine("预测值: " & newYValue)
Console.ReadLine()
End Sub
End Module
Public Class PolynomialRegression
Private degree As Integer
Private coefficients As Double()
Public Sub New(degree As Integer)
Me.degree = degree
End Sub
Public Sub Train(xValues As Double(), yValues As Double())
Dim n As Integer = xValues.Length
Dim matrix As New Matrix(n, degree + 1)
Dim vector As New Vector(n)
For i As Integer = 0 To n - 1
Dim x As Double = xValues(i)
Dim y As Double = yValues(i)
For j As Integer = 0 To degree
matrix(i, j) = Math.Pow(x, j)
Next
vector(i) = y
Next
Dim q As New QRDecomposition(matrix)
Dim b As Vector = q.Solve(vector)
coefficients = b.ToArray()
End Sub
Public Function Predict(xValue As Double) As Double
Dim result As Double = 0
For i As Integer = 0 To degree
result += coefficients(i) * Math.Pow(xValue, i)
Next
Return result
End Function
End Class
Public Class Matrix
Private data As Double(,)
Public Sub New(rows As Integer, columns As Integer)
data = New Double(rows - 1, columns - 1) {}
End Sub
Public Property Item(row As Integer, column As Integer) As Double
Get
Return data(row, column)
End Get
Set(value As Double)
data(row, column) = value
End Set
End Property
Public Function GetLength(dimension As Integer) As Integer
Return data.GetLength(dimension - 1)
End Function
End Class
Public Class Vector
Private data As Double()
Public Sub New(size As Integer)
data = New Double(size - 1) {}
End Sub
Public Property Item(index As Integer) As Double
Get
Return data(index)
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