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Expectation and variance of discrete random variablesEdexcel International A Level Maths: Flashcards

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Formula for $E(X)$?

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Formula for E(X)E(X)?
E(X)=∑x P(X=x)E(X)=\sum x\,P(X=x)
Formula for E(X2)E(X^2)?
E(X2)=∑x2P(X=x)E(X^2)=\sum x^2P(X=x)
Formula for Var(X)\mathrm{Var}(X)?
Var(X)=E(X2)−[E(X)]2\mathrm{Var}(X)=E(X^2)-[E(X)]^2
How do you get the standard deviation?
Take the square root of the variance.
Formula for E(aX+b)E(aX+b)?
aE(X)+baE(X)+b
Formula for Var(aX+b)\mathrm{Var}(aX+b)?
a2Var(X)a^2\mathrm{Var}(X)
What is Var(X+5)\mathrm{Var}(X+5)?
Var(X)\mathrm{Var}(X); adding a constant does not change the spread.
What is Var(−X)\mathrm{Var}(-X)?
Var(X)\mathrm{Var}(X), because (−1)2=1(-1)^2=1.
Can a variance be negative?
No. A negative result means an error.
If Var(X)\mathrm{Var}(X) and E(X)E(X) are known, find E(X2)E(X^2).
E(X2)=Var(X)+[E(X)]2E(X^2)=\mathrm{Var}(X)+[E(X)]^2
What makes a game fair?
E(X)E(X) equals the entry fee, so the expected net gain is zero.
Must E(X) be a possible value of X?
No; it is a long-run average. The mean score on a fair die is 3.5, which cannot be rolled.
How do you find unknown probabilities a and b?
Use ∑p=1\sum p=1 and a given mean or variance to form simultaneous equations.

Exam questions on Expectation and variance of discrete random variables

  1. The discrete random variable XX has probability distribution P(X=0)=0.2P(X=0)=0.2, P(X=1)=0.3P(X=1)=0.3, P(X=2)=0.4P(X=2)=0.4 and P(X=3)=0.1P(X=3)=0.1.
    Find E(3X+2)E(3X+2).2 marks
  2. The random variable WW has E(W)=10E(W)=10 and Var(W)=6\mathrm{Var}(W)=6. The random variable VV is defined by V=3W−4V=3W-4.
    Find E(W2)E(W^2).2 marks
  3. The discrete random variable XX takes the values 1, 2, 3 and 4 with P(X=1)=0.1P(X=1)=0.1, P(X=2)=aP(X=2)=a, P(X=3)=0.4P(X=3)=0.4 and P(X=4)=bP(X=4)=b, where aa and bb are constants. It is given that E(X)=2.9E(X)=2.9.
    Find the values of aa and bb.3 marks
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Written by the Exaim team, led by Shaun Daswani (Head of Upper Secondary, Improve ME Institute; MSc Financial Mathematics, Imperial College London; BSc, UCL) and Jason Daswani (operational lead, Improve ME Institute; LSE).