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Calculate Standard Deviation in Java
In this article, we will understand how to calculate standard deviation. The standard deviation is the measure of how spread-out numbers are. The symbol of standard deviation is sigma( σ ). It is the square root of variance.
Standard deviation is computed using the formula square root of ∑(Xi - ?)2 / N where Xi is the element of the array, ? is mean of the elements of the array, N is the number of elements, ∑ is the sum of the each element.
Problem Statement
Given a program in Java to calculate the standard deviation of a given array of numbers, with the option to either input the array values manually or use a predefined array.
Input
Input Array : [ 35.0, 48.0, 60.0, 71.0, 80.0, 95.0, 130.0 ]
Output
Standard Deviation: 29.313227
Steps to Calculate Standard Deviation
Below are the steps to calculate standard deviation −
- Step 1: START
- Step 2: Declare a double array namely input_array, two doube values namely sum and standard_deviation.
- Step 3: Read the required values from the user/ define the values.
- Step 4: Compute ∑(Xi - ?)2 / N and store the value in result variable.
- Step 5: Display the result
- Step 6: Stop
Example 1
Here, the input is being entered by the user based on a prompt.
public class StandardDeviation { public static void main(String[] args) { double[] input_array = { 35, 48, 60, 71, 80, 95, 130}; System.out.println("The elements of the array is defined as"); for (double i : input_array) { System.out.print(i +" "); } double sum = 0.0, standard_deviation = 0.0; int array_length = input_array.length; for(double temp : input_array) { sum += temp; } double mean = sum/array_length; for(double temp: input_array) { standard_deviation += Math.pow(temp - mean, 2); } double result = Math.sqrt(standard_deviation/array_length); System.out.format("\n\nThe Standard Deviation is: %.6f", result); } }
Output
The elements of the array is defined as 35.0 48.0 60.0 71.0 80.0 95.0 130.0 The Standard Deviation is: 29.313227
Example 2
Here, we have defined a function to compute standard deviation.
public class StandardDeviation { public static void main(String[] args) { double[] input_array = { 35, 48, 60, 71, 80, 95, 130}; System.out.println("The elements of the array is defined as"); for (double i : input_array) { System.out.print(i +" "); } double standard_deviation = calculateSD(input_array); System.out.format("\n\nThe Standard Deviation is: %.6f", standard_deviation); } public static double calculateSD(double input_array[]) { double sum = 0.0, standard_deviation = 0.0; int array_length = input_array.length; for(double temp : input_array) { sum += temp; } double mean = sum/array_length; for(double temp: input_array) { standard_deviation += Math.pow(temp - mean, 2); } return Math.sqrt(standard_deviation/array_length); } }
Output
The elements of the array is defined as 35.0 48.0 60.0 71.0 80.0 95.0 130.0 The Standard Deviation is: 29.313227