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A deep dive into the method of calculating variance in Golang

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Release: 2024-02-24 16:36:29
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Golang 中求方差的方法详解

Detailed explanation of the method of finding variance in Golang

In statistics and probability theory, variance is an important indicator to measure the dispersion of random variables. In Golang, we can find the variance of a set of data through certain methods. This article will detail how to calculate variance using the Golang programming language, with detailed code examples.

1. Definition of variance

The variance is the expected value of the square of the difference between a random variable and its mathematical expectation, that is:

[Var(X ) = E[(X - E(X))^2]]

Where (X) is a random variable, (E(X)) is the mathematical expectation of (X).

2. Method of finding variance in Golang

In Golang, we can calculate the variance of a set of data through the following steps:

  1. Calculate the average of the data.
  2. Calculate the square of the difference between each data point and the mean.
  3. Find the average of the squared differences, which is the required variance.

The following is a sample code that uses the Golang programming language to implement the variance of a set of data:

package main

import (
    "fmt"
    "math"
)

func main() {
    data := []float64{2, 4, 6, 8, 10}

    // Step 1: 计算数据的平均值
    var mean float64
    for _, value := range data {
        mean += value
    }
    mean = mean / float64(len(data))

    // Step 2: 计算每个数据点与平均值之差的平方
    var sumSquareDiff float64
    for _, value := range data {
        diff := value - mean
        sumSquareDiff += math.Pow(diff, 2)
    }

    // Step 3: 求取平方差的平均值,即为方差
    variance := sumSquareDiff / float64(len(data))
    fmt.Printf("数据的方差为: %.2f
", variance)
}
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In the above code example, we first define a set of data, Then the average value of the data, the square of the difference between each data point and the average value were calculated in sequence, and finally the variance of the data was obtained. You can also modify the data or add more calculation steps according to actual needs.

3. Summary

This article introduces how to find the variance of a set of data in Golang. By calculating the mean and square variance of the data, we can get The degree of dispersion of data. I hope this article is helpful to you, and I also hope that you can gain a deeper understanding of the application of the Golang programming language in statistics through this article.

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