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Probability functions and cumulative distribution functionsEdexcel International A Level Maths: Flashcards

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What is a discrete random variable?

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What is a discrete random variable?
A variable that takes separate values, each with a probability.
What does p(x)p(x) mean?
p(x)=P(X=x)p(x)=P(X=x), the probability function.
Two rules for a probability function?
0≤p(x)≤10\le p(x)\le1 and ∑p(x)=1\sum p(x)=1.
How do you find an unknown constant in a probability function?
Set the sum of all the probabilities equal to 1 and solve.
Definition of F(x0)F(x_0)?
F(x0)=P(X≤x0)=∑x≤x0p(x)F(x_0)=P(X\le x_0)=\sum_{x\le x_0}p(x)
Value of FF at the largest value of XX?
1
How do you find P(X=x)P(X=x) from FF?
P(X=x)=F(x)−F(x−1)P(X=x)=F(x)-F(x-1) for whole-number values.
How do you find P(X>a)P(X>a) from FF?
P(X>a)=1−F(a)P(X>a)=1-F(a)
How do you find P(X≥a)P(X\ge a) from FF?
P(X≥a)=1−F(a−1)P(X\ge a)=1-F(a-1) for whole-number values.
How do you find P(a<X≤b)P(a<X\le b)?
F(b)−F(a)F(b)-F(a)
If XX takes whole-number values, what is F(2.5)F(2.5)?
F(2.5)=F(2)F(2.5)=F(2)
Can F ever decrease?
No; it is non-decreasing from 0 to 1.
Capital X versus lower-case x?
XX is the random variable; xx is a particular value it can take.

Exam questions on Probability functions and cumulative distribution functions

  1. The discrete random variable XX has probability function P(X=x)=kxP(X=x)=kx for x=1,2,3,4x=1,2,3,4, where kk is a constant.
    Find P(2≤X<4)P(2\le X<4).2 marks
  2. The discrete random variable XX takes the values 1, 2, 3 and 4. Its cumulative distribution function is given by F(1)=0.15F(1)=0.15, F(2)=0.40F(2)=0.40, F(3)=0.75F(3)=0.75 and F(4)=1F(4)=1.
    Find the probability that XX is either 2 or 4.2 marks
  3. The discrete random variable XX has probability function P(X=x)=k(x2+1)P(X=x)=k(x^2+1) for x=0,1,2,3x=0,1,2,3, where kk is a constant.
    Find the value of kk and write down the probability function as a list of probabilities.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).