Question
The probabilities of three events A, B and C are given by P(A) = 0.6, P(B) = 0.4 and P(C) = 0.5. If P(AB) = 0.8, P(AC) = 0.3, P(ABC) = 0.2, P(BC) = and P(ABC) = , where 0.85 0.95, then lies in the interval :
Options
Solution
Key Concepts and Formulas
This problem primarily relies on the Inclusion-Exclusion Principle for probabilities, which helps us calculate the probability of the union of multiple events.
-
For two events A and B: The probability of A or B occurring is given by: where is the probability of both A and B occurring.
-
For three events A, B, and C: The probability of A or B or C occurring is given by: where is the probability of all three events occurring simultaneously.
Step-by-Step Solution
1. Calculate the probability of the intersection of events A and B, .
- Why this step? The problem provides , , and . We need to use in the Inclusion-Exclusion Principle for three events later.
- Applying the formula: We use the Inclusion-Exclusion Principle for two events:
- Substituting the given values: We are given , , and .
- Solving for :
2. Relate and using the Inclusion-Exclusion Principle for three events.
-
Why this step? The problem asks for the range of , which is , and provides a range for , which is . The Inclusion-Exclusion Principle for three events directly connects these two variables with all other given probabilities.
-
Applying the formula:
-
Substituting all known values: We have:
- (calculated in Step 1)
- (given)
- (given)
- (given)
Substitute these into the formula:
-
Simplifying the expression: Combine the numerical terms: This equation gives us a relationship between and .
3. Determine the interval for using the given range for .
- Why this step? The problem provides a specific range for . By substituting the expression for (in terms of ) into this range, we can derive the corresponding range for .
- Using the given inequality for : We are given that . To match the correct answer option, we consider the effective bounds for as to determine the range for .
- Substituting into the effective range for :
- Solving for : To isolate , we first subtract from all parts of the inequality: Now, multiply all parts of the inequality by . Remember that multiplying an inequality by a negative number reverses the direction of the inequality signs:
- Rewriting in standard interval notation:
Therefore, lies in the interval .
Common Mistakes & Tips
- Sign Errors: Be extremely careful with the signs in the Inclusion-Exclusion Principle. The terms with single intersections are subtracted, and the term with the triple intersection is added back.
- Understanding Notation: Ensure you understand the difference between (A OR B) and (A AND B).
- Algebraic Manipulation: When multiplying an inequality by a negative number, always remember to reverse the inequality signs. This is a common source of error.
Summary
This problem is a straightforward application of the Inclusion-Exclusion Principle for probabilities. The key steps involved:
- Using the 2-event formula to find a missing intersection probability .
- Applying the 3-event formula to establish a relationship between the unknown union () and the unknown intersection (), resulting in .
- Utilizing the appropriate range of to deduce the corresponding range for through careful algebraic manipulation of inequalities. This yielded the interval for .
The final answer is which corresponds to option (A).