Least Squares Calculator
The Least Squares calculator that helps to find the line of best fit of the form
What is Least Squares Calculator?
The Least Squares method is a statistical regression analysis method used to find the line of best fit of the form 'y = mx + b' for a given set of data. 'Least Squares calculator' is a free online tool that finds the line of best fit for a given data set within a few seconds.
Least squares calculator
How to Use the Least Squares Calculator?
Follow the steps mentioned below to find the line of best fit.
- Step 1- Enter the data points in the respective input box.
- Step 2- Click on "Calculate" to find the least square line for the given data.
- Step 3- Click on "Reset" to clear the fields and enter a new set of values.
How to Calculate Least Squares?
The least-squares method is used to find a linear line of the form y = mx + b. Here, 'y' and 'x' are variables, 'm' is the slope of the line and 'b' is the y-intercept.
Here, the value of slope 'm' is given by the formula, m = (n ∑ (XY) - ∑ Y ∑ X) / (n ∑ (X2) - (∑ X)2) and 'b' is calculated using the formula b = (∑ Y - m∑ X) / n
Let us look at an example on how to find the least square line for a given data set.
Solved Examples on Least squares calculator
Example 1:
Find the least square line for the data shown below and verify it using least squares calculator.
X | 1 | 2 | 3 | 4 | 5 |
---|---|---|---|---|---|
Y | 2 | 5 | 3 | 8 | 7 |
Solution:
X | Y | XY | X2 |
---|---|---|---|
1 | 2 | 2 | 1 |
2 | 5 | 10 | 4 |
3 | 3 | 9 | 9 |
4 | 8 | 32 | 16 |
5 | 7 | 35 | 25 |
∑ X = 15 | ∑ Y = 25 | ∑ XY = 88 | ∑ X2 = 55 |
Find the value of m.
m = (n ∑ (XY) - ∑ Y ∑ X) / (n ∑ (X2) - (∑ X)2)
= ( 5(88) - (15 × 25) ) / ( 5(55) - (15)2 )
= 13/10
= 1.3
Find the value of b.
b = (∑ Y - m∑ X) / n
= (25 - (1.3 × 15)) / 5
= 11/10
= 1.1
So, the required equation of least squares is y = (1.3)x + 1.1
Now, use our online least squares calculator and find the least squares Line for the given data points
X | 1.7 | 2.3 | 3.1 | 4.5 | 5.9 |
---|---|---|---|---|---|
Y | 12 | 45 | 29 | 65 | 45 |
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