SLIDE 1 Example
In a box there are three balls: red, green and
- blue. We draw one ball at random, replace it
and draw a second ball. Describe the sample space for this experiment. How does the sample space change if we do not replace the first ball before drawing the second one?
SLIDE 2
Solution
Define the following: R = draw a red ball G = draw a green ball B = draw a blue ball Ω = { (R,R), (R,G), (R,B), (G,G), (G,R), (G,B), (B,B), (B,R), (B,G) } (with replacement) Ω = { (R,G), (R,B), (G,R), (G,B), (B,R), (B,G) } (without replacement)
SLIDE 3
Example
We toss the same coin three times. Calculate probabilities of the following events: A = „we get exactly two heads” B = „we do not get two tails in a row” C = „we get at least one tails” D = „we get heads on the second throw”
SLIDE 4
Solution
Possible results of throwing a coin three times: TTT HHH THT HHT TTH HTH THH HTT
SLIDE 5
Solution
P(A) = 3/8 TTT HHH THT HHT TTH HTH THH HTT A = „we get exactly two heads”
SLIDE 6
Solution
P(B) = 5/8 TTT HHH THT HHT TTH HTH THH HTT B = „we do not get two tails in a row”
SLIDE 7
Solution
P(C) = 7/8 TTT HHH THT HHT TTH HTH THH HTT C = „we get at least one tails”
SLIDE 8
Solution
P(D) = 4/8 = 1/2 TTT HHH THT HHT TTH HTH THH HTT
D = „we get heads on the second throw”
SLIDE 9 Example
- In a certain region weather on any day can be
classified as „good”, „moderate” and „bad”. Probability of each type of weather occuring on any day is 0.2, 0.5 and 0.3 respectively.
- If the weather is good, probability of rain is 0.3. If
the weather is moderate, probability of rain is 0.5. If the weather is bad probability of rain is 0.9.
- What is the probability that it will rain on any
day?
SLIDE 10
Solution
𝑄 𝑝𝑝𝑒 𝑥𝑓𝑏𝑢ℎ𝑓𝑠 = 𝑄 𝐶1 = 0.2 𝑄 𝑛𝑝𝑒𝑓𝑠𝑏𝑢𝑓 𝑥𝑓𝑏𝑢ℎ𝑓𝑠 = 𝑄 𝐶2 = 0.5 𝑄 𝑐𝑏𝑒 𝑥𝑓𝑏𝑢ℎ𝑓𝑠 = 𝑄 𝐶3 = 0.3 𝑄 𝑠𝑏𝑗𝑜 𝑗𝑤𝑓𝑜 𝑝𝑝𝑒 𝑥𝑓𝑏𝑢ℎ𝑓𝑠 = 𝑄 𝐵|𝐶1 = 0.3 𝑄 𝑠𝑏𝑗𝑜 𝑗𝑤𝑓𝑜 𝑛𝑝𝑒𝑓𝑠𝑏𝑢𝑓 𝑥𝑓𝑏𝑢ℎ𝑓𝑠 = 𝑄 𝐵|𝐶2 = 0.5 𝑄 𝑠𝑏𝑗𝑜 𝑗𝑤𝑓𝑜 𝑐𝑏𝑒 𝑥𝑓𝑏𝑢ℎ𝑓𝑠 = 𝑄 𝐵|𝐶3 = 0.9 𝑄 𝑠𝑏𝑗𝑜 = 𝑄 𝐵 = 𝑄 𝐵|𝐶1 𝑄 𝐶1 + 𝑄 𝐵|𝐶2 𝑄 𝐶2 + 𝑄 𝐵|𝐶3 𝑄(𝐶3) = = 0.3 × 0.2 + 0.5 × 0.5 + 0.9 × 0.3 = 0.58
SLIDE 11
Solution
good moderate bad 0.5 0.2 0.3 rain rain rain dry dry dry 0.3 0.5 0.9 0.7 0.5 0.1
SLIDE 12
Solution
good moderate bad 0.5 0.2 0.3 rain rain rain dry dry dry 0.3 0.5 0.9 P(rain) = 0.3 × 0.2 + 0.5 × 0.5 + 0.9 × 0.3 = 0.58 0.7 0.5 0.1
SLIDE 13
Example
In a company there are three categories of employees: admin (30% of employees), specialist (55% of employees) and executive (15% of employees). Probability of an employee receiving a bonus is equal to 0.2 for admin, 0.4 for specialist and 0.6 for executive. An employee was chosen at random. If we know that this employee has received a bonus, what is the probability that they belong to each of the three categories?
SLIDE 14
Solution
𝑄 𝑏𝑒𝑛𝑗𝑜 = 𝑄 𝐶1 = 0.3 𝑄 𝑡𝑞𝑓𝑑𝑗𝑏𝑚𝑗𝑡𝑢 = 𝑄 𝐶2 = 0.55 𝑄 𝑓𝑦𝑓𝑑𝑣𝑢𝑗𝑤𝑓 = 𝑄 𝐶3 = 0.15 𝑄 𝑐𝑝𝑜𝑣𝑡 𝑗𝑤𝑓𝑜 𝑏𝑒𝑛𝑗𝑜 = 𝑄 𝐵|𝐶1 = 0.2 𝑄 𝑐𝑝𝑜𝑣𝑡 𝑗𝑤𝑓𝑜 𝑡𝑞𝑓𝑑𝑗𝑏𝑚𝑗𝑡𝑢 = 𝑄 𝐵|𝐶2 = 0.4 𝑄 𝑐𝑝𝑜𝑣𝑡 𝑗𝑤𝑓𝑜 𝑓𝑦𝑓𝑑𝑣𝑢𝑗𝑤𝑓 = 𝑄 𝐵|𝐶3 = 0.6
𝑄 𝐵 = 0.3 × 0.2 + 0.55 × 0.4 + 0.15 × 0.6 = 0.37
SLIDE 15
Solution
𝑄 𝐶1|𝐵 = 𝑄(𝐵|𝐶1) × 𝑄(𝐶1) 𝑄(𝐵) = 0.2 × 0.3 0.37 = 0.162 𝑄 𝐶2|𝐵 = 𝑄(𝐵|𝐶2) × 𝑄(𝐶2) 𝑄(𝐵) = 0.4 × 0.55 0.37 = 0.595 𝑄 𝐶3|𝐵 = 𝑄(𝐵|𝐶3) × 𝑄(𝐶3) 𝑄(𝐵) = 0.6 × 0.15 0.37 = 0.243