Math Problem Statement

x = 3, 5, 7 f(x) = -1, 4, 6 f'(x) = 8, 3, -2

Based off the values provided, give a reasonable estimate for f'(4)

Solution

To estimate f(4)f'(4), we can use linear interpolation between the known values of f(x)f'(x) at x=3x = 3 and x=5x = 5, as 44 lies between these two points.

Known values:

  • f(3)=8f'(3) = 8
  • f(5)=3f'(5) = 3

The difference between x=3x = 3 and x=5x = 5 is 2 units, and the difference between f(3)=8f'(3) = 8 and f(5)=3f'(5) = 3 is 5 units. Thus, the rate of change of f(x)f'(x) between x=3x = 3 and x=5x = 5 is: Slope=f(5)f(3)53=382=52=2.5\text{Slope} = \frac{f'(5) - f'(3)}{5 - 3} = \frac{3 - 8}{2} = -\frac{5}{2} = -2.5

Now, we can estimate f(4)f'(4), which is halfway between x=3x = 3 and x=5x = 5. Since f(4)f'(4) is 1 unit away from both x=3x = 3 and x=5x = 5, we can calculate the change in f(x)f'(x) from x=3x = 3 to x=4x = 4 as: f(4)=f(3)+(52×1)=82.5=5.5f'(4) = f'(3) + \left( \frac{-5}{2} \times 1 \right) = 8 - 2.5 = 5.5

Estimate:

f(4)5.5f'(4) \approx 5.5.

Would you like to explore further details on interpolation or other aspects of this problem?


Relative questions:

  1. What is linear interpolation, and why does it work here?
  2. How does the rate of change between two points affect the estimate of an intermediate point?
  3. Can we use quadratic interpolation for a better estimate with three points?
  4. What would happen if the points were not evenly spaced?
  5. How does the derivative's behavior (increasing or decreasing) influence predictions?

Tip: Linear interpolation is effective when the data points are nearly linear, but using more advanced methods like spline interpolation can provide better estimates for non-linear functions.

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Math Problem Analysis

Mathematical Concepts

Linear Interpolation
Derivative Estimation
Rates of Change

Formulas

Slope formula: (f'(x2) - f'(x1)) / (x2 - x1)
Linear interpolation: f'(x) = f'(x1) + (slope * (x - x1))

Theorems

Linear Interpolation Theorem
Derivative and Rates of Change

Suitable Grade Level

Grades 10-12