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JEE Main 2024
Statistics & Probability
Probability
Hard

Question

Let a die be rolled nn times. Let the probability of getting odd numbers seven times be equal to the probability of getting odd numbers nine times. If the probability of getting even numbers twice is k215\frac{k}{2^{15}}, then k\mathrm{k} is equal to :

Options

Solution

1. Key Concepts and Formulas

  • Binomial Probability Distribution: This distribution models the probability of a certain number of "successes" in a fixed number of independent trials, where each trial has only two possible outcomes (success or failure). The probability of getting exactly rr successes in nn trials is given by: P(X=r)=nCrprqnrP(X=r) = {^n C_r} p^r q^{n-r} where:
    • nn is the total number of trials.
    • rr is the number of successes.
    • pp is the probability of success in a single trial.
    • q=1pq = 1-p is the probability of failure in a single trial.
    • nCr=n!r!(nr)!{^n C_r} = \frac{n!}{r!(n-r)!} is the binomial coefficient.
  • Properties of Binomial Coefficients: A crucial property for solving problems involving equal probabilities is that if nCa=nCb{^n C_a} = {^n C_b}, then either a=ba = b or a+b=na+b = n. This property is derived from the symmetry of combinations, where choosing aa items is the same as choosing to leave out nan-a items, i.e., nCa=nCna{^n C_a} = {^n C_{n-a}}.
  • Probability for a Fair Die: For a standard 6-sided die, there are 3 odd numbers ({1, 3, 5}) and 3 even numbers ({2, 4, 6}). Thus, the probability of rolling an odd number is 3/6=1/23/6 = 1/2, and the probability of rolling an even number is 3/6=1/23/6 = 1/2.

2. Step-by-Step Solution

Step 1: Determine Basic Probabilities for a Single Die Roll

  • What we are doing: Establishing the probabilities of getting an odd or an even number in a single roll of a fair die.
  • Why: These fundamental probabilities (pp and qq) are essential inputs for the binomial probability formula in subsequent steps.
  • A standard fair die has 6 faces with outcomes {1,2,3,4,5,6}\{1, 2, 3, 4, 5, 6\}.
  • Number of odd outcomes: {1,3,5}\{1, 3, 5\}, which is 3 outcomes.
  • Number of even outcomes: {2,4,6}\{2, 4, 6\}, which is 3 outcomes.
  • The probability of getting an odd number (poddp_{\text{odd}}) in a single roll is: podd=Number of odd outcomesTotal number of outcomes=36=12p_{\text{odd}} = \frac{\text{Number of odd outcomes}}{\text{Total number of outcomes}} = \frac{3}{6} = \frac{1}{2}
  • The probability of getting an even number (pevenp_{\text{even}}) in a single roll is: peven=Number of even outcomesTotal number of outcomes=36=12p_{\text{even}} = \frac{\text{Number of even outcomes}}{\text{Total number of outcomes}} = \frac{3}{6} = \frac{1}{2}
  • Since both poddp_{\text{odd}} and pevenp_{\text{even}} are 1/21/2, for any event (getting an odd or an even number), the probability of 'success' (pp) will be 1/21/2, and the probability of 'failure' (q=1pq = 1-p) will also be 1/21/2. This significantly simplifies calculations.

Step 2: Use the Given Equality to Find the Total Number of Rolls (nn)

  • What we are doing: Utilizing the first piece of information provided in the question to determine nn, the total number of times the die was rolled.
  • Why: The binomial probability formula requires the value of nn. The equality of two probabilities allows us to set up an equation and solve for nn.
  • The problem states: "the probability of getting odd numbers seven times is equal to the probability of getting odd numbers nine times."
  • In this context, 'success' is getting an odd number, so p=podd=1/2p = p_{\text{odd}} = 1/2, and q=1p=1/2q = 1-p = 1/2.
  • Using the binomial probability formula P(X=r)=nCrprqnrP(X=r) = {^n C_r} p^r q^{n-r}:
    • Probability of getting odd numbers 7 times (r=7r=7): P(X=7)=nC7(12)7(12)n7=nC7(12)7+(n7)=nC7(12)nP(X=7) = {^n C_7} \left(\frac{1}{2}\right)^7 \left(\frac{1}{2}\right)^{n-7} = {^n C_7} \left(\frac{1}{2}\right)^{7+(n-7)} = {^n C_7} \left(\frac{1}{2}\right)^n
    • Probability of getting odd numbers 9 times (r=9r=9): P(X=9)=nC9(12)9(12)n9=nC9(12)9+(n9)=nC9(12)nP(X=9) = {^n C_9} \left(\frac{1}{2}\right)^9 \left(\frac{1}{2}\right)^{n-9} = {^n C_9} \left(\frac{1}{2}\right)^{9+(n-9)} = {^n C_9} \left(\frac{1}{2}\right)^n
  • Equating these two probabilities as given by the problem: nC7(12)n=nC9(12)n{^n C_7} \left(\frac{1}{2}\right)^n = {^n C_9} \left(\frac{1}{2}\right)^n
  • Since (12)n\left(\frac{1}{2}\right)^n is a common factor on both sides and is non-zero (as nn must be a positive integer), we can cancel it out: nC7=nC9{^n C_7} = {^n C_9}
  • Now, we apply the property of binomial coefficients: if nCa=nCb{^n C_a} = {^n C_b}, then either a=ba = b or a+b=na+b = n.
  • Clearly, 797 \neq 9. Therefore, the second condition must hold: n=7+9n = 7 + 9 n=16n = 16
  • So, the die was rolled a total of 16 times.

Step 3: Calculate the Probability of Getting Even Numbers Twice

  • What we are doing: Using the determined value of nn to calculate the specific probability required by the second part of the question.
  • Why: This calculation will yield an expression that can be equated to k215\frac{k}{2^{15}} to find kk.
  • For this part, 'success' is getting an even number. From Step 1, p=peven=1/2p' = p_{\text{even}} = 1/2, and q=1p=1/2q' = 1-p' = 1/2.
  • We want to find the probability of getting r=2r=2 even numbers in n=16n=16 trials.
  • Using the binomial probability formula: P(even numbers twice)=16C2(12)2(12)162P(\text{even numbers twice}) = {^{16} C_2} \left(\frac{1}{2}\right)^2 \left(\frac{1}{2}\right)^{16-2} P(even numbers twice)=16C2(12)2(12)14P(\text{even numbers twice}) = {^{16} C_2} \left(\frac{1}{2}\right)^2 \left(\frac{1}{2}\right)^{14}
  • Combine the powers of 12\frac{1}{2}: P(even numbers twice)=16C2(12)2+14=16C2(12)16P(\text{even numbers twice}) = {^{16} C_2} \left(\frac{1}{2}\right)^{2+14} = {^{16} C_2} \left(\frac{1}{2}\right)^{16}
  • Now, calculate the binomial coefficient 16C2{^{16} C_2}: 16C2=16!2!(162)!=16!2!14!=16×15×14!2×1×14!=16×152=8×15=120{^{16} C_2} = \frac{16!}{2!(16-2)!} = \frac{16!}{2!14!} = \frac{16 \times 15 \times 14!}{2 \times 1 \times 14!} = \frac{16 \times 15}{2} = 8 \times 15 = 120
  • Substitute this value back into the probability expression: P(even numbers twice)=120×(12)16=120216P(\text{even numbers twice}) = 120 \times \left(\frac{1}{2}\right)^{16} = \frac{120}{2^{16}}

Step 4: Equate and Solve for kk

  • What we are doing: Setting our calculated probability equal to the expression given in the problem to solve for the unknown kk.
  • Why: This is the final step to determine the value of kk as requested by the question.
  • The problem states that the probability of getting even numbers twice is k215\frac{k}{2^{15}}.
  • We have calculated this probability to be 120216\frac{120}{2^{16}}.
  • Equating the two expressions: k215=120216\frac{k}{2^{15}} = \frac{120}{2^{16}}
  • To solve for kk, multiply both sides of the equation by 2152^{15}: k=120216×215k = \frac{120}{2^{16}} \times 2^{15}
  • To simplify, recall that 2162^{16} can be written as 2×2152 \times 2^{15}: k=1202×215×215k = \frac{120}{2 \times 2^{15}} \times 2^{15}
  • The 2152^{15} terms in the numerator and denominator cancel out: k=1202k = \frac{120}{2} k=60k = 60

3. Common Mistakes & Tips

  • Misinterpreting the Binomial Coefficient Property: A common error is to assume nCa=nCb{^n C_a} = {^n C_b} only implies a=ba=b. Remember the symmetric property a+b=na+b=n is equally important.
  • Errors in Exponent Simplification: When dealing with powers of 1/21/2, it's crucial to correctly combine exponents (e.g., (1/2)x(1/2)y=(1/2)x+y(1/2)^x (1/2)^y = (1/2)^{x+y}) and simplify fractions like 2A2B=2AB\frac{2^A}{2^B} = 2^{A-B}.
  • Calculation Mistakes: Be careful when computing combinations like 16C2{^{16} C_2} and performing the final division.

4. Summary This problem is a comprehensive application of the Binomial Probability Distribution. We began by establishing the basic probabilities for odd and even numbers from a fair die. Next, we used the given equality of probabilities for 7 and 9 odd numbers to determine the total number of rolls, n=16n=16, leveraging a key property of binomial coefficients. Finally, we calculated the probability of getting even numbers twice using n=16n=16 and equated this to the given expression k215\frac{k}{2^{15}} to solve for kk. The result of our calculation for kk is 60.

5. Final Answer The final answer is 60\boxed{\text{60}}, which corresponds to option (B).

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