正态分布
import mathimport matplotlib.pyplot as plt
# 正态分布
def normal_pdf(x, mu=0, sigma=1):
sqrt_two_pi = math.sqrt(2 * math.pi)
return (math.exp(-(x - mu) ** 2) / 2 * sigma ** 2 / (sqrt_two_pi * sigma))
xs =
plt.rc("font",family='MicroSoft YaHei',weight="bold") # 解决中文无法显示的问题
plt.plot(xs,,'-',label='mu=0,sigma=1')
plt.plot(xs,,'--',label='mu=0,sigma=2')
plt.plot(xs,,':',label='mu=0,sigma=0.5')
plt.plot(xs,,'-.',label='mu=-1,sigma=1')
plt.legend()
plt.title("多个正态分布的概率密度函数")
plt.show()
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