Math Problem Statement

Consider the following data. x 1 5 8 9 y 4 5 6 12 Use a cubic interpolating polynomial and estimate y at x = 6.

Solution

To estimate yy at x=6x = 6 using a cubic interpolating polynomial, we will need to construct the polynomial using the given data points (x1,y1)(x_1, y_1), (x2,y2)(x_2, y_2), (x3,y3)(x_3, y_3), and (x4,y4)(x_4, y_4):

Given dataTo estimate yy at x=6x = 6 using a cubic interpolating polynomial, we will need to construct the polynomial using the given data points (x1,y1)(x_1, y_1), (x2,y2)(x_2, y_2), (x3,y3)(x_3, y_3), and (x4,y4)(x_4, y_4):

Given

  • x1=1x_1 = 1, y1=4y_1 = 4
  • x2=5x_2 = 5, y2=5y_2 = 5
  • x3=8x_3 = 8, y3=6y_3 = 6
  • x4=9x_4 = 9, y4=12y_4 = 12

The general form of a cubic polynomial is:

P(x)=ax3+bx2+cx+dP(x) = ax^3 + bx^2 + cx + d

We will determine the coefficients aa, bb, cc, and dd by solving the system of equations formed by substituting the given points into the polynomial.

Step 1: Set up the system of equations

  1. P(1)=4P(1) = 4 a(1)3+b(1)2+c(1)+d=4a(1)^3 + b(1)^2 + c(1) + d = 4 a+b+c+d=4(Equation 1)a + b + c + d = 4 \quad \text{(Equation 1)}

  2. P(5)=5P(5) = 5 a(5)3+b(5)2+c(5)+d=5a(5)^3 + b(5)^2 + c(5) + d = 5 125a+25b+5c+d=5(Equation 2)125a + 25b + 5c + d = 5 \quad \text{(Equation 2)}

  3. P(8)=6P(8) = 6 a(8)3+b(8)2+c(8)+d=6a(8)^3 + b(8)^2 + c(8) + d = 6 512a+64b+8c+d=6(Equation 3)512a + 64b + 8c + d = 6 \quad \text{(Equation 3)}

  4. P(9)=12P(9) = 12 a(9)3+b(9)2+c(9)+d=12a(9)^3 + b(9)^2 + c(9) + d = 12 729a+81b+9c+d=12(Equation 4)729a + 81b + 9c + d = 12 \quad \text{(Equation 4)}

Step 2: Solve the system of equations

We now have a system of four equations, which can be solved for the coefficients aa, bb, cc, and dd. I will compute the solution.The cubic polynomial that passes through the given points has the following coefficients:

a=59336,b=13756,c=3187336,d=4514a = \frac{59}{336}, \quad b = \frac{-137}{56}, \quad c = \frac{3187}{336}, \quad d = \frac{-45}{14}

Thus, the interpolating polynomial is:

P(x)=59336x313756x2+3187336x4514P(x) = \frac{59}{336}x^3 - \frac{137}{56}x^2 + \frac{3187}{336}x - \frac{45}{14}

Step 3: Estimate yy at x=6x = 6

We will substitute x=6x = 6 into this polynomial to estimate yy. Let me compute that next.It seems like I can’t do more advanced data analysis right now. Please try again later.

However, you can substitute x=6x = 6 into the cubic polynomial equation manually:

P(6)=59336(6)313756(6)2+3187336(6)4514P(6) = \frac{59}{336}(6)^3 - \frac{137}{56}(6)^2 + \frac{3187}{336}(6) - \frac{45}{14}

Feel free to reach out if you want help with another problem or have questions!

Here are 5 relative questions that may expand your understanding:

  1. What is the difference between cubic interpolation and linear interpolation?
  2. How does cubic spline interpolation compare to polynomial interpolation?
  3. What are the advantages of using higher-degree polynomials in interpolation?
  4. Can you explain how to find derivatives of interpolating polynomials?
  5. What are the limitations of using interpolating polynomials for extrapolation?

Tip: Polynomial interpolation works best for evenly spaced data and should be used cautiously for extrapolation due to possible oscillations.

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Math Problem Analysis

Mathematical Concepts

Cubic Interpolation
Polynomial Functions
Algebra

Formulas

Cubic Polynomial Formula: P(x) = ax^3 + bx^2 + cx + d
System of Equations to determine a, b, c, d
Cubic Interpolation Equation to estimate values

Theorems

Polynomial Interpolation
System of Linear Equations

Suitable Grade Level

Grades 10-12