Linear interpolation is a method of estimating a value between two known data points. It assumes a straight line between these points and finds values along this line. This technique is widely used in various fields, including mathematics, engineering, and computer graphics.
To perform linear interpolation, we use the equation of a straight line passing through two points. This allows us to estimate values between these points or even extend beyond them (extrapolation).
The formula for linear interpolation is:
\[ y = y_1 + \frac{(x - x_1)(y_2 - y_1)}{(x_2 - x_1)} \]
Where:
Let's interpolate between the points (2, 4) and (6, 10) to find y when x = 4.
Using our formula:
\[ y = 4 + \frac{(4 - 2)(10 - 4)}{(6 - 2)} = 4 + \frac{2 \cdot 6}{4} = 4 + 3 = 7 \]
So, when x = 4, y = 7
Here's a visual representation of this linear interpolation:
In this graph, the blue dots represent our known points (2, 4) and (6, 10). The green line shows the linear interpolation between these points. The red dot at (4, 7) is our interpolated point. As you can see, it falls exactly on the line between our two known points, demonstrating the principle of linear interpolation.
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