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Probability Theory Mock Quiz Recap
Jul 3, 2024
Mock Cup Quiz 1
First Question: Joint Probability Mass Function (PMF)
Asked:
Are X and Y independent?
Condition:
f(X,Y) = f(X) * f(Y)
Process:
Find all marginals of X and Y.
If for all elements, f(X,Y) = f(X) * f(Y), then X and Y are independent.
Conclusion:
By checking a single element, it was found that they are not independent.
Second Question: Find the value of P(X+Y = 3)
Table:
Values of X and Y, range 1 and 2
Possible cases:
X = 1, Y = 2
X = 2, Y = 1
Process and Result:
Added P(1,2) and P(2,1)
Answer: 0.625
Third Question: Probability (P) of Max(X, Y) < 2
Condition:
Max(X,Y) < 2
Possible events:
X < 2 and Y < 2
X = 2 and Y < 2
X < 2 and Y = 2
Answer:
Added all probabilities, answer = 1 (since all possibilities were added).
Fourth Question: Normal Distribution
Given:
μ = 0, σ² = 1 (Standard Normal)
Asked:
P(X < -2)
Conclusion:
Since normal distribution is symmetric, P(X > 2) = 0.1
Answer:
0.8 (area between -2 and 2)
Fifth Question: Expected Trials to Get Same Value on Both Dice
Success probability:
1/6
Failure probability:
5/6
Geometric distribution:
E(X) = 1/p
Answer:
6
Sixth Question: Discrete to Continuous Variable
Given:
F(x)
Asked:
Find values for continuous variables
Solving and Final result:
Increment the range, probability values
Result: Correct answer based on interpretations and range
Seventh Question: Exponential Distribution
Given:
E(X) = 20
Lambda value:
1/20
Asked:
P(X < 15)
Process:
1 - e^(-λx) which is 1 - e^(-15/20)
Answer:
0.53
Eighth Question: Player Rolls Two Dice
Given:
Rules of points
Asked:
Expected earnings
Answer:
15
Ninth Question: Geometric Distribution
Given:
Binomial distribution
Asked:
P(Y > 5 | X = 2)
Process:
Used conditional probability
Answer:
0.031
Tenth Question: Height of Students
Given:
μ and σ
Chebyshev’s inequality:
k1/sqrt(k²-1)
Answer:
1/9
Eleventh Question: PDF of Discrete Variable
Given:
Support and values
Found:
Range (Support)
Correct answer:
0 < x < 1
Twelfth Question: Bernoulli Trials
Given:
X1 to X10, p = 1/4
Asked:
P(X1=0 | Y=8)
Sum (y = 8):
Binomial
Answer:
0.2
📄
Full transcript