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Probability question

2019 · Shift 1 · Q31
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Probability question

2019 · Shift 1 · Q31

JEE AdvancedMathematicsProbabilityNumerical+3 / −1
Let S be the sample space of all 3 ×\times× 3 matrices with entries from the set {0, 1}. Let the events E1 and E2 be given by E1 = {A ∈\in∈ S : det A = 0} and E2 = {A ∈\in∈ S : sum of entries of A is 7}. If a matrix is chosen at random from S, then the conditional probability P(E1 | E2) equals ...............
Numerical answer
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Correct answer: 0.5

Step-by-step Solution

  1. Understanding the Sample Space and Events

    • S is the set of all 3x3 matrices with entries from {0, 1}. The total number of matrices in S is 29=5122^9 = 51229=512.
    • E1 is the event that a chosen matrix A has a determinant of 0 (i.e., A is singular).
    • E2 is the event that the sum of the entries of matrix A is 7. Since entries are only 0 or 1, this means the matrix must have exactly seven 1s and two 0s.
  2. Formulating the Conditional Probability We need to find the conditional probability P(E1 | E2). The formula for this is: P(E1∣E2)=n(E1∩E2)n(E2)P(E1 | E2) = \frac{n(E1 \cap E2)}{n(E2)}P(E1∣E2)=n(E2)n(E1∩E2)​ where:

    • n(E2) is the number of matrices in event E2.
    • n(E1 ∩ E2) is the number of matrices that are in both E1 and E2 (i.e., matrices with seven 1s and two 0s, and also have a determinant of 0).
  3. Calculating n(E2) n(E2) is the number of ways to form a 3x3 matrix with seven 1s and two 0s. This is equivalent to choosing 2 positions for the zeros out of the 9 available positions in the matrix. n(E2)=(92)=9×82×1=36n(E2) = \binom{9}{2} = \frac{9 \times 8}{2 \times 1} = 36n(E2)=(29​)=2×19×8​=36 So, there are 36 matrices in our reduced sample space E2.

  4. Calculating n(E1 ∩ E2) We need to find how many of these 36 matrices have a determinant of 0. A matrix has a determinant of 0 if its rows (or columns) are linearly dependent. Let's analyze the structure of a matrix A from E2.

    A matrix is singular if:

    • A row or column consists entirely of zeros. This is not possible for a matrix in E2, as it would require at least three 0s.
    • Two rows or two columns are identical.

    Let's consider the placement of the two 0s:

    • Case A: The two 0s are in the same row. If two 0s are in the same row, say row i, then the other two rows (row j and row k) will consist entirely of 1s. Thus, row j and row k are identical ([1, 1, 1]). This makes the rows linearly dependent, and det(A) = 0.

      • Number of ways to choose the row for the two 0s: 3 ways.
      • Number of ways to choose 2 positions for the 0s within that row: (32)=3\binom{3}{2} = 3(23​)=3 ways.
      • Total matrices in this case: 3×3=93 \times 3 = 93×3=9.
    • Case B: The two 0s are in the same column. Similarly, if two 0s are in the same column, say column i, then the other two columns (column j and column k) will be identical ([1,1,1]T[1, 1, 1]^T[1,1,1]T). This makes the columns linearly dependent, and det(A) = 0.

      • Number of ways to choose the column for the two 0s: 3 ways.
      • Number of ways to choose 2 positions for the 0s within that column: (32)=3\binom{3}{2} = 3(23​)=3 ways.
      • Total matrices in this case: 3×3=93 \times 3 = 93×3=9.

    The cases A and B are mutually exclusive since the two zeros cannot be in the same row and the same column simultaneously.

    • Case C: The two 0s are in different rows and different columns. Let's check if the determinant is zero in this case. Let the matrix A have zeros at positions (i1,j1)(i_1, j_1)(i1​,j1​) and (i2,j2)(i_2, j_2)(i2​,j2​) where i1≠i2i_1 \neq i_2i1​=i2​ and j1≠j2j_1 \neq j_2j1​=j2​. For example, let the zeros be at (1,1) and (2,2). A=(011101111)A = \begin{pmatrix} 0 & 1 & 1 \\ 1 & 0 & 1 \\ 1 & 1 & 1 \end{pmatrix}A=​011​101​111​​ The determinant is det(A) = 0(0-1) - 1(1-1) + 1(1-0) = 1. This is non-zero. In general, if the two zeros are in different rows and columns, the resulting matrix is non-singular. One can prove this by showing the rows are linearly independent. Thus, matrices in this case do not belong to E1.

    Therefore, the matrices in E1 ∩ E2 are only those from Case A and Case B. n(E1∩E2)=(Number of matrices from Case A)+(Number of matrices from Case B)n(E1 \cap E2) = \text{(Number of matrices from Case A)} + \text{(Number of matrices from Case B)}n(E1∩E2)=(Number of matrices from Case A)+(Number of matrices from Case B) n(E1∩E2)=9+9=18n(E1 \cap E2) = 9 + 9 = 18n(E1∩E2)=9+9=18

  5. Calculating the Final Probability Now we can substitute the values back into the conditional probability formula: P(E1∣E2)=n(E1∩E2)n(E2)=1836=12=0.5P(E1 | E2) = \frac{n(E1 \cap E2)}{n(E2)} = \frac{18}{36} = \frac{1}{2} = 0.5P(E1∣E2)=n(E2)n(E1∩E2)​=3618​=21​=0.5

Final Answer

The conditional probability P(E1 | E2) is 0.5.

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