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Distributions and expectation of DRVsAQA A-Level Further Maths: Flashcards

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What two rules must a probability distribution satisfy?

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What two rules must a probability distribution satisfy?
Each 0≤p≤10\le p\le1 and ∑p=1\sum p=1.
How do you find an unknown constant in a distribution?
Set the sum of all probabilities equal to 11 and solve.
Formula for E(X)E(X)?
E(X)=∑xipiE(X)=\sum x_ip_i.
Formula for E(X2)E(X^2)?
E(X2)=∑xi2piE(X^2)=\sum x_i^2p_i.
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 find the standard deviation?
Take the square root of the variance.
What is the mode of a DRV?
The value with the greatest probability.
How do you find the median of a DRV?
The smallest mm with P(X≤m)≥0.5P(X\le m)\ge0.5.
Is E(X2)=[E(X)]2E(X^2)=[E(X)]^2?
No; they differ by Var(X)\mathrm{Var}(X).
Can the mean of a DRV be a value that XX cannot take?
Yes; it is a long-run average.
Can a variance be negative?
No; if you get one, recheck E(X2)E(X^2).
P(X≥3)P(X\ge3) for X=1,2,3,4X=1,2,3,4 in terms of probabilities?
P(X=3)+P(X=4)P(X=3)+P(X=4).

Exam questions on Distributions and expectation of DRVs

  1. The discrete random variable XX has probability distribution P(X=x)=kxP(X=x)=kx for x=1,2,3,4x=1,2,3,4, and P(X=x)=0P(X=x)=0 otherwise, where kk is a constant.
    Find E(X)E(X).2 marks
  2. 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.
    State the mode of XX and find the median of XX.2 marks
  3. The discrete random variable XX takes the values 1,2,3,41,2,3,4 with P(X=1)=0.2P(X=1)=0.2, P(X=2)=pP(X=2)=p, P(X=3)=qP(X=3)=q and P(X=4)=0.3P(X=4)=0.3, where pp and qq are constants. It is given that E(X)=2.6E(X)=2.6.
    Find the values of pp and qq.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).