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You are given the following points in the plane:

(1,3),(2,5),(3,7),(5,11),(7,14),(8,15),(10,19)

.You want to find a lineax+by=c that approximately passes through these points (no line is a perfect fit). Write a linear program (you don’t need to solve it) to find the line that minimizes the maximum absolute error,max1≤i≤7|axi+byi−c|

Short Answer

Expert verified

Linear Program:

k≥axi+byi−ck≥−axi−byi+ck≥0

Step by step solution

01

Step 1:Explain Linear program

Linear program is used for optimization tasks that has constraints and the optimization criterion as linear functions. A linear program has the set of variables that needs to be assign with the real values to satisfy the linear inequalities and to minimize or maximize a given linear objective function.

02

Step 2:Give the linear program that maximum absolute error.

Let us assume a variablezas the maximum absolute error such that:

k=max1≤i≤7|axi+byi−c|

To minimize the maximum absolute error (k), so we consider,

k≥max1≤i≤7|axi+byi−c| for 0<i≤7

To get absolute value we will remove modulus sign and split expression into two such that:

k≥axi+byi−c and k≥−axi−byi+c

Since variablekis greater than some absolute value, add a constrain k≥0

Thus, the linear program is as follows,

Maximize: -zor Minimize:z

k≥axi+byi−ck≥−axi−byi+ck≥0

Therefore, the linear program that finds the maximum absolute error has been obtained.

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Most popular questions from this chapter

For the linear program

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Prove that the solution(x1,x2,x3)=(3/2,1/2,0) is optimal

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