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Mean and variance of discrete distributionsEdexcel A-Level Further Maths: Flashcards

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What is the formula for $E(X)$?

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What is the formula for E(X)E(X)?
E(X)=∑xP(X=x)E(X)=\sum xP(X=x)
What is the formula for Var(X)\text{Var}(X)?
Var(X)=E(X2)−μ2=∑x2P(X=x)−μ2\text{Var}(X)=E(X^2)-\mu^2=\sum x^2P(X=x)-\mu^2
How do you find E(X2)E(X^2)?
∑x2P(X=x)\sum x^2P(X=x)
What is the formula for E(g(X))E(g(X))?
∑g(x)P(X=x)\sum g(x)P(X=x)
Is E(1/X)E(1/X) equal to 1/E(X)1/E(X)?
No. Work out ∑1xP(X=x)\sum\frac1xP(X=x).
What is E(aX+b)E(aX+b)?
aE(X)+baE(X)+b
What condition do the probabilities of a discrete random variable satisfy?
∑P(X=x)=1\sum P(X=x)=1, with each probability between 00 and 11.
How do you find an unknown constant kk in a probability function?
Set the sum of the probabilities equal to 11 and solve for kk.
What is the standard deviation in terms of the variance?
σ=Var(X)\sigma=\sqrt{\text{Var}(X)}
What is a fair game?
A game with expected profit 00.
A model has mean 1.6 and variance 0.84, but the data show mean 1.9 and variance 1.69. What do you conclude?
The model underestimates the mean and the spread, so it is not suitable.
Why is E(X2)≥[E(X)]2E(X^2)\geq[E(X)]^2?
Their difference is the variance, which cannot be negative.

Exam questions on Mean and variance of discrete distributions

  1. The discrete random variable XX has P(X=1)=0.1P(X=1)=0.1, P(X=2)=0.3P(X=2)=0.3, P(X=3)=0.4P(X=3)=0.4 and P(X=4)=0.2P(X=4)=0.2.
    Find E(1X)E\left(\frac1X\right).2 marks
  2. The discrete random variable YY has probability function P(Y=y)=kyP(Y=y)=ky for y=1,2,3,4,5y=1,2,3,4,5, where kk is a constant.
    Find Var(Y)\text{Var}(Y).2 marks
  3. A fairground game costs £3 to play. A player is paid £20 with probability 0.050.05, £6 with probability 0.20.2 and nothing otherwise. Let XX be the player's profit in pounds, where profit is the payout minus the £3 cost.
    Find E(X)E(X) and interpret your answer in context.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).