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二项分布

二项分布 (Binomial Distribution)

  • 定义:如果在某种特定的情境下,一个随机事件只有两种可能的结果,其概率分布就是一个二项分布,表示为
    • If, in a particular situation, a random event has only two possible results, its probability distribution is a binomial distribution, expressed as .
  • 例子:投掷硬币得到正面或反面,人的生或死,六面骰子的点数为奇数或偶数,某天下雨还是不下雨。
    • Toss a coin to get heads or tails, a person's life or death, six-sided dice points are odd or even, one day it rains or not.
  • 近似:如果n足够大(),二项分布可以近似为正态分布。
    • If n is large enough ( and ), the binomial distribution can be approximately regarded as a normal distribution.

二项分布的概率

二项分布中总是由两个对立的类目构成:A和B

  • The binomial distribution always consists of two opposing classes, denoted A and B.

A 的概率(Probability of A):

B 的概率(Probability of B):

A 与 B 的概率满足

样本中所包含个体的数目(number of sample):n

样本中事件类目A发生的数目(number of event):X

二项分布表达了与从X=0到X=n的每一个X值有关的概率

  • The binomial distribution expresses the probability associated with each value of X from X=0 to X=n

二项分布的均值和标准差 (Mean and standard deviation of the binomial distribution)

二项分布的均值计算公式为:
The mean of the binomial distribution is calculated as .

二项分布的标准差计算公式为:
The standard deviation of the binomial distribution is calculated as .

利用正态分布表求二项分布的概率 (Finding the probability of a binomial distribution using a normal distribution table)

此时使用的是连续型分布来估计离散型分布的值,正态分布中的 值是一段,而非一点,当二项分布近似为正态分布时,需要考虑精确上下限。
At this point a continuous type distribution is used to estimate the value of a discrete distribution; the value of in a normal distribution is a segment, not a point, and exact upper and lower bounds need to be considered when the binomial distribution is approximated as a normal distribution.

二项分布.txt · 最后更改: 2024/03/18 19:11 由 limesty