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Learn how to calculate variance in Go

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2024-02-23 21:30:08545browse

学习如何在 Golang 中求解方差

Learn how to solve for variance in Golang

In statistics, variance (Variance) is an important indicator to measure the dispersion of a set of data. It is used to measure the degree of dispersion of data. The distance between each data point in the set and the mean. In Golang, we can solve for the variance of a set of data by writing code. Next, we will introduce how to implement variance calculation in Golang and provide specific code examples.

1. Definition of variance
The calculation formula of variance is as follows:
[Var(X) = rac{sum_{i=1}^{n} (X_i - ar{X })^2}{n}]
Among them, (Var(X)) represents the variance, (X_i) represents the i-th data point in the data set, (ar{X}) represents the mean of the data set, n represents the number of data points.

2. Steps to solve the variance in Golang
The steps to solve the variance in Golang are as follows:

  1. Calculate the mean of the data set
  2. Calculate each data The square of the difference between a point and the mean
  3. Add the squares of all differences and divide by the number of data points to get the variance

3. Golang code example
Below It is a simple Golang code example for solving the variance of a set of data:

package main

import (
    "fmt"
    "math"
)

func calculateMean(data []float64) float64 {
    sum := 0.0
    for _, v := range data {
        sum += v
    }
    return sum / float64(len(data))
}

func calculateVariance(data []float64) float64 {
    mean := calculateMean(data)
    var sum float64
    for _, v := range data {
        diff := v - mean
        sum += math.Pow(diff, 2)
    }
    return sum / float64(len(data))
}

func main() {
    data := []float64{3.5, 4.2, 5.1, 6.7, 7.9}
    variance := calculateVariance(data)
    fmt.Printf("The variance of the data is: %f
", variance)
}

In the above code example, two functions calculateMean and calculateVariance are first defined, which are used to calculate the mean and variance respectively. Then a set of data data is given in the main function, and the calculateVariance function is called to calculate its variance. Finally, the calculation results are output.

Through the above code example, we can see how to solve the variance of a set of data in Golang. In actual applications, the code can be expanded and optimized according to specific situations to meet actual needs. I hope this article can help readers gain a deeper understanding of how to calculate variance in Golang.

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