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Student[LinearAlgebra]

  

LeastSquares

  

compute a least squares solution to a set of equations

 

Calling Sequence

Parameters

Description

Examples

Calling Sequence

LeastSquares(A, B, options)

Parameters

A

-

Matrix or set

B

-

column Vector or set of variables

options

-

(optional) parameters; for a complete list, see LinearAlgebra[LeastSquares]

Description

• 

For Matrix A and Vector B, the LeastSquares(A, B) command returns a Vector that best satisfies the condition A·x is approximately equal to B, in the least squares sense. The result that is returned is the Vector x which minimizes Norm(A . x - B, 2).

• 

Parameter A can also be a set of equations that describe the linear least squares problem. In this case, B is the set of variables in which the equations in A occur.

Examples

> 

with⁡StudentLinearAlgebra:

> 

A≔3,0,4|−2,3,4:

> 

b≔1,2,4:

> 

X≔LeastSquares⁡A,b

X≔35162562125

(1)
> 

Norm⁡A·X−b

1625

(2)
> 

E≔2⁢x−y+2=0,m⁢x+n⁢y−3=0:

> 

V≔x,y:

> 

LeastSquares⁡E,V

x=−2⁢n−3m+2⁢n,y=2⁢m+3m+2⁢n

(3)

See Also

LinearAlgebra[LeastSquares]

Student[LinearAlgebra]

Student[LinearAlgebra][LinearSolve]

Student[LinearAlgebra][Norm]