Geometric Probability

4 questions · 5 question types identified

Deriving CDF from area proportionality

A question is this type if and only if it asks to derive or explain the cumulative distribution function F(r) for a random variable representing distance from center, based on the principle that probability is proportional to area.

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  1. Two people are playing darts. Peg hits points randomly on the circular board, whose radius is \(a\). If the distance from the centre \(O\) of the point that she hits is modelled by the variable \(R\),
    1. explain why the cumulative distribution function \(\mathrm { F } ( r )\) is given by
    $$\begin{array} { l l } \mathrm { F } ( r ) = 0 & r < 0 ,
    \mathrm {~F} ( r ) = \frac { r ^ { 2 } } { a ^ { 2 } } & 0 \leq r \leq a ,
    \mathrm {~F} ( r ) = 1 & r > a . \end{array}$$
  2. By first finding the probability density function of \(R\), show that the mean distance from \(O\) of the points that Peg hits is \(\frac { 2 a } { 3 }\). Bob, a more experienced player, aims for \(O\), and his points have a distance \(X\) from \(O\) whose cumulative distribution function is $$\mathrm { F } ( x ) = 0 , x < 0 ; \quad \mathrm { F } ( x ) = \frac { x } { a } \left( 2 - \frac { x } { a } \right) , 0 \leq x \leq a ; \quad \mathrm { F } ( x ) = 1 , x > a .$$
  3. Find the probability density function of \(X\), and explain why it shows that Bob is aiming for \(O\).
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Random cut distribution identification

A question is this type if and only if it asks to identify or write down the probability distribution of a length or position resulting from a random cut or random point selection on a line segment.

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25.0% of questions
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  1. A string of length 40 cm is cut into 2 pieces at a random point. The continuous random variable \(L\) represents the length of the longer piece of string.
    1. Write down the distribution of \(L\)
    2. Find the probability that the length of the longer piece of string is 28 cm to the nearest cm
    Each piece of string is used to form the perimeter of a square.
  2. Calculate the probability that the area of the larger square is less than \(64 \mathrm {~cm} ^ { 2 }\)
  3. Calculate the probability that the difference in area between the two squares is greater than \(81 \mathrm {~cm} ^ { 2 }\)
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Simulation design and interpretation

A question is this type if and only if it involves designing, analyzing, or interpreting a spreadsheet or computational simulation to estimate probabilities for a geometric or combinatorial scenario.

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25.0% of questions
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1 Abby runs a stall at a charity event. Visitors to the stall pay to play a game in which six fair dice are rolled. If the difference between the highest and lowest scores is less than 3 then the player wins \(\pounds 5\). Otherwise the player wins nothing. Abby designs the spreadsheet shown in Fig. 1 to estimate the probability of a player winning, by simulating 20 goes at the game. Cell C5, highlighted, shows that the 2nd dice in simulated game 4 scores 5 . Cells H5 and I5 show the highest and lowest scores, respectively, in game 4, and cell J5 gives the difference between them. \begin{table}[h]
C5\(\times \vee f _ { x }\)=RANDBETWEEN(1,6)
ABCDEFGHJ
1dice 1dice 2dice 3dice 4dice 5dice 6High scoreLow scoreDifference
2game 1224233422
3game 2263212615
4game 3315346615
5game 4652563624
6game 5633532624
7game 6563514615
8game 7231264615
9game 8666615615
10game 9362541615
11game 10511461615
12game 11256165615
13game 12256666624
14game 13222244422
15game 14166635615
16game 15223351514
17game 16123433413
18game 17524216615
19game 18615215615
20game 19135135514
21game 20543251
\captionsetup{labelformat=empty} \caption{Fig. 1}
\end{table}
  1. (A) Write down the numbers in columns H , I and J for game 20 .
    (B) Use the spreadsheet to estimate the probability of a player winning a game.
  2. State how the estimate of probability in (i) (B) could be improved.
  3. Give one advantage and one disadvantage of using this simulation technique compared with working out the theoretical probability. All profit made by the stall is given to charity. Abby has to decide how much to charge players to play.
  4. If Abby charges \(\pounds 1\) per game, estimate the total profit when 50 players each play the game once.
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Probability calculation from geometric CDF

A question is this type if and only if it requires calculating a specific probability using a given or derived cumulative distribution function based on geometric properties (area or length).

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0.0% of questions
Transformed variable probability

A question is this type if and only if it asks for the probability of an event involving a transformation of the original geometric random variable (such as area of a square formed from a random length).

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0.0% of questions