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Properties of expectation and variance
2022-07-02 20:04:00 【Uncertainty!!】
1. Properties of expectation and variance
1.1 Property one
When there is only one random variable X X X, Use the definition of expectation to calculate E [ a 1 g 1 ( X ) + a 2 g 2 ( X ) ] E[a_1g_1(X)+a_2g_2(X)] E[a1g1(X)+a2g2(X)]
The definition of expectation
When there are two different random variables X = X 1 + X 2 X=X_1+X_2 X=X1+X2
1.2 Property two
If g i ( X i ) = c g_i(X_i)=c gi(Xi)=c, that E [ g i ( X i ) ] = c E[g_i(X_i)]=c E[gi(Xi)]=c
1.3 Property three
First give the definition of variance
1.4 Property 4
Calculation E [ 2 μ X X ] E[2\mu_XX] E[2μXX] Temporal associative property E [ a X ] = a E [ X ] E[aX]=aE[X] E[aX]=aE[X], so E [ 2 μ X X ] = 2 μ X E [ X ] E[2\mu_XX]=2\mu_XE[X] E[2μXX]=2μXE[X]
Calculation E [ μ X 2 ] E[\mu_X^2] E[μX2] Temporal associative property E [ c ] = c E[c]=c E[c]=c, so E [ μ X 2 ] = μ X 2 E[\mu_X^2]=\mu_X^2 E[μX2]=μX2
1.5 Nature five
Calculation E [ μ X ] E[\mu_X] E[μX] Temporal associative property E [ c ] = c E[c]=c E[c]=c, so E [ μ X ] = μ X E[\mu_X]=\mu_X E[μX]=μX
1.6 Property VI
Prove the above formula according to the definition of variance
1.7 Property 7
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