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The Normal distributionAQA A-Level Maths: Flashcards

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What does $X\sim N(\mu,\sigma^2)$ mean?

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What does X∼N(μ,σ2)X\sim N(\mu,\sigma^2) mean?
XX is Normally distributed with mean μ\mu and variance σ2\sigma^2 (standard deviation σ\sigma).
State three properties of the Normal curve.
Symmetrical bell shape, maximum at x=μx=\mu (mean = median = mode), total area 11.
How do you standardise X∼N(μ,σ2)X\sim N(\mu,\sigma^2)?
Z=X−μσZ=\frac{X-\mu}{\sigma}, which has the distribution N(0,1)N(0,1).
Where are the points of inflection of a Normal curve?
At x=μ−σx=\mu-\sigma and x=μ+σx=\mu+\sigma.
What is P(X=a)P(X=a) for a Normal variable?
00, because the variable is continuous; probability is area under the curve.
Roughly what percentage lies within 1σ1\sigma, 2σ2\sigma, 3σ3\sigma of the mean?
About 68%68\%, 95%95\% and 99.7%99.7\%.
What effect does increasing σ\sigma have on the curve?
The curve becomes wider and flatter; the area stays 11.
How is P(Z<−a)P(Z<-a) written using P(Z<a)P(Z<a)?
P(Z<−a)=1−P(Z<a)P(Z<-a)=1-P(Z<a), by symmetry.
Given P(X<x)=pP(X<x)=p, how do you find xx?
Find zz with P(Z<z)=pP(Z<z)=p (inverse Normal), then x=μ+zσx=\mu+z\sigma.
How do you find unknown μ\mu and σ\sigma?
Standardise each given probability to get two equations in μ\mu and σ\sigma, then solve simultaneously.
By what Normal distribution can B(n,p)B(n,p) be approximated?
N(np, np(1−p))N\big(np,\,np(1-p)\big) when nn is large and pp is not near 00 or 11.
What is a continuity correction?
Adjusting a discrete value by 0.50.5 when approximating by a continuous variable, e.g. P(X≤45)≈P(Y<45.5)P(X\le45)\approx P(Y<45.5).

Exam questions on The Normal distribution

  1. The mass of eggs from a farm is modelled by the random variable X∼N(60,42)X\sim N(60,4^2), where XX is measured in grams.
    Eggs with a mass between 5656 g and 6363 g are classed as medium. Find the probability that an egg chosen at random is medium.2 marks
  2. The time TT minutes that students take to complete a puzzle is modelled by the Normal distribution with mean 2525 and standard deviation 66.
    Find the interquartile range of TT.2 marks
  3. A nursery models the height YY cm of its two-year-old saplings as Y∼N(μ,σ2)Y\sim N(\mu,\sigma^2). It is found that 20%20\% of saplings are shorter than 3030 cm and 10%10\% of saplings are taller than 4545 cm.
    Find the values of μ\mu and σ\sigma.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).