Questions: Find the quartic function that is the best fit for the data in the table below. Report the model with three significant digits in the coefficients. x: -2, -1, 0, 1, 2, 3, 4 y: 36, 3.75, 0, 3.75, 36, 159.75, 480 y= (Simplify your answer. Do not factor. Use integers or decimals for any numbers in the expression.)

Find the quartic function that is the best fit for the data in the table below. Report the model with three significant digits in the coefficients.

x: -2, -1, 0, 1, 2, 3, 4
y: 36, 3.75, 0, 3.75, 36, 159.75, 480

y=

(Simplify your answer. Do not factor. Use integers or decimals for any numbers in the expression.)
Transcript text: Find the quartic function that is the best fit for the data in the table below. Report the model with three significant digits in the coefficients. \begin{tabular}{|c|c|c|c|c|c|c|c|} \hline $\mathbf{x}$ & -2 & -1 & 0 & 1 & 2 & 3 & 4 \\ \hline $\mathbf{y}$ & 36 & 3.75 & 0 & 3.75 & 36 & 159.75 & 480 \\ \hline \end{tabular} \[ y= \] (Simplify your answer. Do not factor. Use integers or decimals for any numbers in the expression.)
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Solution

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Solution Steps

To find the quartic function that best fits the given data, we will use polynomial regression. This involves finding the coefficients of a polynomial of degree 4 that minimizes the difference between the predicted and actual values of \( y \). We will use the numpy library in Python to perform this regression and obtain the coefficients of the quartic polynomial.

Step 1: Data Representation

We are given the following data points:

\[ \begin{array}{|c|c|} \hline \mathbf{x} & \mathbf{y} \\ \hline -2 & 36 \\ -1 & 3.75 \\ 0 & 0 \\ 1 & 3.75 \\ 2 & 36 \\ 3 & 159.75 \\ 4 & 480 \\ \hline \end{array} \]

Step 2: Polynomial Fitting

We fit a quartic polynomial of the form:

\[ y = a_4 x^4 + a_3 x^3 + a_2 x^2 + a_1 x + a_0 \]

The coefficients obtained from the fitting process are:

\[ \begin{align_} a_4 & = 1.75 \\ a_3 & = -1.77 \times 10^{-14} \\ a_2 & = 2 \\ a_1 & = 2.06 \times 10^{-14} \\ a_0 & = -6.95 \times 10^{-14} \\ \end{align_} \]

Step 3: Constructing the Quartic Function

Substituting the coefficients into the polynomial expression, we have:

\[ y = -6.95 \times 10^{-14} x^0 + 2.06 \times 10^{-14} x^1 + 2 x^2 - 1.77 \times 10^{-14} x^3 + 1.75 x^4 \]

Final Answer

Thus, the quartic function that best fits the given data is:

\[ \boxed{y = -6.95 \times 10^{-14} + 2.06 \times 10^{-14} x + 2 x^2 - 1.77 \times 10^{-14} x^3 + 1.75 x^4} \]

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