Browse Statistical distributions

210 questions at your level

Discrete random variables and probability distributions

39 questions

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A biased four-sided die has faces numbered 1, 2, 3 and 4. The die is rolled once. The discrete random variable XX represents the number on the face on which the die lands. The cumulative distribution function of XX is shown in the table below.

x1234F(x)k0.354k5k\begin{array}{c|cccc} x & 1 & 2 & 3 & 4 \\ \hline \mathrm{F}(x) & k & 0.35 & 4k & 5k \end{array}
(a) Find the value of the constant kk

(1 mark)
(b) Find the probability distribution of XX

(3 marks)

A bag contains a large number of tokens, each labelled 0, 1, 2, 3 or 4. A token is taken at random from the bag. The discrete random variable YY represents the label on the token. The probability distribution of YY is shown in the table below, where aa and bb are constants.

y01234P(Y=y)a0.05bab\begin{array}{c|ccccc} y & 0 & 1 & 2 & 3 & 4 \\ \hline \mathrm{P}(Y = y) & a & 0.05 & b & a & b \end{array}

Given that E(Y)=2.3\mathrm{E}(Y) = 2.3
(c) form and solve two equations in aa and bb to show that a=0.2a = 0.2

You must show your working.

(Solutions relying on calculator technology are not acceptable.)

(3 marks)
(d) Show that E(Y2)=7.35\mathrm{E}(Y^2) = 7.35

(2 marks)
(e) Find Var(7−3Y)\mathrm{Var}(7 - 3Y)

(3 marks)

The die is rolled once and a token is taken at random from the bag. The number on the die and the label on the token are independent.
(f) Find the probability that the sum of the number on the die and the label on the token is 4

(2 marks)
●●●●●Level 514 marksStart

The binomial distribution as a model

32 questions

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Calculating binomial probabilities P(X = r)

40 questions

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Cumulative binomial probabilities

39 questions

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The normal distribution

38 questions

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In a particular year, the wingspan of an adult barn owl ringed at a wildlife reserve, Reserve A, has a mean of 88.088.0 centimetres and a standard deviation of 2.42.4 centimetres.

The wingspans of 95%95\% of these owls are between 83.383.3 centimetres and 92.792.7 centimetres.
(a) Comment on whether a normal distribution may be suitable to model the wingspan of an adult barn owl ringed at Reserve A in this particular year.

(3 marks)
(b) You may assume that the wingspan of an adult barn owl ringed at Reserve A may be modelled by a normal distribution with mean 88.088.0 centimetres and standard deviation 2.42.4 centimetres.

(i) Find the probability that the wingspan of a randomly selected adult barn owl ringed at Reserve A is 9090 centimetres.

(ii) Find the probability that the wingspan of a randomly selected adult barn owl ringed at Reserve A is between 8585 centimetres and 9191 centimetres.

(iii) Two adult barn owls ringed at Reserve A are chosen at random.

Calculate the probability that both of their wingspans are between 8585 centimetres and 9191 centimetres.

(3 marks)
(c) The summarised data for the wingspans, ww centimetres, of a random sample of 2525 adult barn owls ringed at a second reserve, Reserve B, is given below.

∑w=2127.5∑(w−wˉ)2=230.64\sum w = 2127.5 \qquad \sum (w - \bar{w})^2 = 230.64

Use this data to calculate estimates of the mean and standard deviation of the wingspans of adult barn owls ringed at Reserve B.

(3 marks)
(d) Using your answers from part (c), compare the wingspans of adult barn owls ringed at Reserve A and adult barn owls ringed at Reserve B.

(2 marks)
●●●●●Level 511 marksStart
The masses, in grams, of a random sample of 240 potatoes of a certain variety were measured. The results are summarised in the histogram.1001201401601802002202402602800.511.522.53Mass (g)Frequency densityOne of the 240 potatoes is chosen at random, and its mass, XX grams, is noted.
(a) Show that P(160<X<180)=0.183\mathrm{P}(160 < X < 180) = 0.183, correct to 3 significant figures.

(2 marks)

Priya suggests that the distribution of XX can be well modelled by the distribution N(190,900)\mathrm{N}(190, 900).
(b) (i) Give a brief justification for the use of the normal distribution in this context.

(ii) Give a brief justification for the choice of the parameter values 190 and 900.

(3 marks)
(c) Use Priya's model to find P(160<X<180)\mathrm{P}(160 < X < 180).

(1 mark)

Omar suggests a different model. He uses the midpoints of the classes to calculate estimates, mm and ss, for the mean and standard deviation respectively, in grams, of the 240 masses. He then uses the distribution N(m,s2)\mathrm{N}(m, s^2) as his model.
(d) Use Omar's model to find P(160<X<180)\mathrm{P}(160 < X < 180).

(4 marks)

The table shows the probabilities of XX lying in three further ranges, obtained from the histogram and from the two models. Two of the entries, pp and qq, are missing.
X<160X < 160180<X<220180 < X < 220X>220X > 220
Histogram0.1750.4580.183
Priya's modelpp0.4720.159
Omar's model0.184qq0.197
(e) (i) Find the values of pp and qq.

(ii) By considering the different ranges of values of XX given in the table, together with your answers to parts (a),
(c) and (d), discuss how well the two models fit the original distribution.

(4 marks)
●●●●●Level 514 marksStart

Finding normal probabilities

51 questions

LessonNot started
In a particular year, the wingspan of an adult barn owl ringed at a wildlife reserve, Reserve A, has a mean of 88.088.0 centimetres and a standard deviation of 2.42.4 centimetres.

The wingspans of 95%95\% of these owls are between 83.383.3 centimetres and 92.792.7 centimetres.
(a) Comment on whether a normal distribution may be suitable to model the wingspan of an adult barn owl ringed at Reserve A in this particular year.

(3 marks)
(b) You may assume that the wingspan of an adult barn owl ringed at Reserve A may be modelled by a normal distribution with mean 88.088.0 centimetres and standard deviation 2.42.4 centimetres.

(i) Find the probability that the wingspan of a randomly selected adult barn owl ringed at Reserve A is 9090 centimetres.

(ii) Find the probability that the wingspan of a randomly selected adult barn owl ringed at Reserve A is between 8585 centimetres and 9191 centimetres.

(iii) Two adult barn owls ringed at Reserve A are chosen at random.

Calculate the probability that both of their wingspans are between 8585 centimetres and 9191 centimetres.

(3 marks)
(c) The summarised data for the wingspans, ww centimetres, of a random sample of 2525 adult barn owls ringed at a second reserve, Reserve B, is given below.

∑w=2127.5∑(w−wˉ)2=230.64\sum w = 2127.5 \qquad \sum (w - \bar{w})^2 = 230.64

Use this data to calculate estimates of the mean and standard deviation of the wingspans of adult barn owls ringed at Reserve B.

(3 marks)
(d) Using your answers from part (c), compare the wingspans of adult barn owls ringed at Reserve A and adult barn owls ringed at Reserve B.

(2 marks)
●●●●●Level 511 marksStart
The masses, in grams, of a random sample of 240 potatoes of a certain variety were measured. The results are summarised in the histogram.1001201401601802002202402602800.511.522.53Mass (g)Frequency densityOne of the 240 potatoes is chosen at random, and its mass, XX grams, is noted.
(a) Show that P(160<X<180)=0.183\mathrm{P}(160 < X < 180) = 0.183, correct to 3 significant figures.

(2 marks)

Priya suggests that the distribution of XX can be well modelled by the distribution N(190,900)\mathrm{N}(190, 900).
(b) (i) Give a brief justification for the use of the normal distribution in this context.

(ii) Give a brief justification for the choice of the parameter values 190 and 900.

(3 marks)
(c) Use Priya's model to find P(160<X<180)\mathrm{P}(160 < X < 180).

(1 mark)

Omar suggests a different model. He uses the midpoints of the classes to calculate estimates, mm and ss, for the mean and standard deviation respectively, in grams, of the 240 masses. He then uses the distribution N(m,s2)\mathrm{N}(m, s^2) as his model.
(d) Use Omar's model to find P(160<X<180)\mathrm{P}(160 < X < 180).

(4 marks)

The table shows the probabilities of XX lying in three further ranges, obtained from the histogram and from the two models. Two of the entries, pp and qq, are missing.
X<160X < 160180<X<220180 < X < 220X>220X > 220
Histogram0.1750.4580.183
Priya's modelpp0.4720.159
Omar's model0.184qq0.197
(e) (i) Find the values of pp and qq.

(ii) By considering the different ranges of values of XX given in the table, together with your answers to parts (a),
(c) and (d), discuss how well the two models fit the original distribution.

(4 marks)
●●●●●Level 514 marksStart

Finding μ and σ

33 questions

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Approximating a binomial with a normal

24 questions

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