Question
Let be the sample space associated to a random experiment. Let . Let and . Then P(B) is equal to :
Options
Solution
Key Concepts and Formulas
- Axiom of Total Probability for Discrete Sample Spaces: For a discrete sample space , the sum of probabilities of all elementary outcomes must be equal to 1. That is, .
- Sum of an Infinite Geometric Series: The sum of an infinite geometric series is given by the formula , provided that the common ratio .
- Linear Combinations of Integers (Frobenius Coin Problem variant): Determining which integers can be expressed in the form for given positive integers and non-negative (or positive) integers . The smallest integer that cannot be expressed in this form (with ) is called the Frobenius number. Here, the constraint means .
Step-by-Step Solution
Step 1: Determine the Probability Distribution
- What we are doing: We need to find an explicit formula for for any .
- Why we are doing it: This is the foundational step to calculate , as is a sum of these individual probabilities.
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Establish the relationship between consecutive probabilities: We are given the recurrence relation for . This implies that the probability of each outcome is half the probability of the preceding outcome, forming a geometric progression.
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Express in terms of : Using the recurrence relation repeatedly: Following this pattern, the general formula for is: This expression allows us to find using the total probability axiom.
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Use the sum of probabilities to find : According to the axiom of total probability, the sum of probabilities of all elementary outcomes must be 1: Substitute the expression for : Factor out : The sum is an infinite geometric series with the first term (for ) and common ratio . The sum of this series is . Substituting this sum back into the equation:
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Write the general formula for : Substitute back into the general expression for : This is the explicit probability for any elementary outcome .
Step 2: Characterize the Set of Indices A
- What we are doing: We need to precisely define which natural numbers belong to the set , where .
- Why we are doing it: The event is defined by these indices, so correctly identifying them is crucial for summing the probabilities.
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Understand the definition and constraints of set A: The set contains integers that can be expressed as , where and must be positive integers (i.e., ).
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Find the smallest element in A: The smallest possible value for occurs when and : . Thus, any integer must be greater than or equal to 5.
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Test small integers to identify elements of A:
- For : . So .
- For : Can for ?
- If , then , which is not an integer.
- If , then . This implies , which means . But must be . Therefore, cannot be expressed in the form with . So .
- For : . So . (Here )
- For : . So . (Here )
- For : . So . (Here )
- For : . So . (Here )
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Characterize the set A: From the above observations, it appears that all integers , except for , can be expressed in the form with .
- For odd integers : Any odd integer can be written as for some integer . We can then write . Since , . So, we have and . Thus, all odd integers are in .
- For even integers : Any even integer can be written as for some integer . We can then write . Since , . So, we have and . Thus, all even integers are in . Combining these, all integers are in , with the single exception of . Therefore, .
Step 3: Calculate P(B)
- What we are doing: We will sum the probabilities for all belonging to the set .
- Why we are doing it: This is the direct application of the definition of the probability of an event in a discrete sample space.
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Express as a sum: The event . Therefore, is the sum of probabilities for all :
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Substitute the explicit forms of and set A: We found and . So, is the sum of for . This sum can be conveniently calculated by summing all terms from to infinity and then subtracting the term for (since ):
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Calculate the infinite geometric series: The series is an infinite geometric series with:
- First term (when ).
- Common ratio . The sum of this series is .
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Complete the calculation for P(B): Now, substitute the sum back into the expression for : To subtract these fractions, we find a common denominator, which is 64:
Common Mistakes & Tips
- Misinterpreting : In JEE, usually denotes the set of natural numbers . A common mistake is to assume , which would change the set . Always confirm the definition of if not explicitly stated.
- Incorrect Geometric Series Sum: Ensure the first term 'a' of the geometric series is correctly identified based on the starting index of the sum. For , the first term is , not .
- Arithmetic Errors: Be careful with fraction addition/subtraction. Double-check calculations, especially when dealing with powers of 2.
Summary
The problem required us to first establish the probability distribution for an infinite sample space using a given recurrence relation and the axiom of total probability, which led to . Next, we meticulously characterized the set of indices by analyzing the linear combination with the constraint , finding that . Finally, we calculated by summing the probabilities for all , using the formula for an infinite geometric series and adjusting for the excluded term. The final calculated probability is .
The final answer is , which corresponds to option (D).