Question
Use cubic regression to find a
function that fits the following
points.
function that fits the following
points.
Ask by Gordon Chan. in the United States
Jan 21,2025
Upstudy AI Solution
Tutor-Verified Answer
Answer
The cubic function that fits the points is
.
Solution
To find a cubic function that exactly fits the given points
,
,
, and
, we’ll assume the general form of a cubic polynomial:
Step 1: Set Up the System of Equations
Plugging each point into the equation gives us four equations:
-
For
: -
For
: -
For
: -
For
:
Step 2: Solve the System
Subtract the second equation from the first, third, and fourth to eliminate
:
-
\quad (Simplified to ) -
\quad (Simplified to ) -
\quad (Simplified to )
From the simplified equations:
- Subtract
from to find . - Substitute
into to find . - Substitute
and into to find . - Finally, substitute
, , and into to find .
Step 3: Write the Final Function
Substituting
,
,
, and
into the general form gives:
Verification
Let’s verify the function with the given points:
All points satisfy the equation, confirming that the function is correct.
Final Answer:
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Mind Expander
To determine the cubic regression function that fits the given points, we typically set up the function in the form
. Utilizing a statistical software or graphing calculator, we can input the points
,
,
, and
to compute the best-fit coefficients
,
,
, and
. The resulting cubic equation might look something like
(this is an example, actual results may vary).
Once you have the function, you can easily evaluate it for any given
value or plot it to see how well it fits the data points. Experimenting with different data sets can also deepen your understanding of how regression analysis works and its impact on modeling real-world predictions!