View written solutionFree
Correct answer: 0.5
Step-by-step Solution
-
Understanding the Sample Space and Events
Sis the set of all 3x3 matrices with entries from {0, 1}. The total number of matrices inSis .E1is the event that a chosen matrixAhas a determinant of 0 (i.e.,Ais singular).E2is the event that the sum of the entries of matrixAis 7. Since entries are only 0 or 1, this means the matrix must have exactly seven 1s and two 0s.
-
Formulating the Conditional Probability We need to find the conditional probability
P(E1 | E2). The formula for this is: where:n(E2)is the number of matrices in eventE2.n(E1 ∩ E2)is the number of matrices that are in bothE1andE2(i.e., matrices with seven 1s and two 0s, and also have a determinant of 0).
-
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. So, there are 36 matrices in our reduced sample spaceE2. -
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
AfromE2.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 (rowjand rowk) will consist entirely of 1s. Thus, rowjand rowkare identical ([1, 1, 1]). This makes the rows linearly dependent, anddet(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: ways.
- Total matrices in this case: .
-
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 (columnjand columnk) will be identical (). This makes the columns linearly dependent, anddet(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: ways.
- Total matrices in this case: .
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
Ahave zeros at positions and where and . For example, let the zeros be at (1,1) and (2,2). The determinant isdet(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 toE1.
Therefore, the matrices in
E1 ∩ E2are only those from Case A and Case B. - A row or column consists entirely of zeros. This is not possible for a matrix in
-
Calculating the Final Probability Now we can substitute the values back into the conditional probability formula:
Final Answer
The conditional probability P(E1 | E2) is 0.5.
More from Probability
- There are five students S1, S2, S3, S4 and S5 in a music class and for them there are five seats R1, R2, R3, R4 and R5 arranged in a row, where initially the seat Ri is allotted to the student Si, i = 1, 2, 3, 4, 5. But, on the examination…2018 · MCQ
- There are five students S1, S2, S3, S4 and S5 in a music class and for them there are five seats R1, R2, R3, R4 and R5 arranged in a row, where initially the seat Ri is allotted to the student Si, i = 1, 2, 3, 4, 5. But, on the examination…2018 · MCQ
- Let X and Y be two events such that , and . Then2017 · Multiple correct
- Three randomly chosen nonnegative integers x, y and z are found to satisfy the equation x + y + z = 10. Then the probability that z is even, is2017 · MCQ
- A computer producing factory has only two plants and Plant produces % and plant produces % of the total computers produced. % of computers produced in the factory turn out to be defective. It is…2016 · MCQ
- Football teams and have to play two games against each other. It is assumed that the outcomes of the two games are independent. The probabilities of winning, drawing and losing a game against are …2016 · MCQ
- Football teams and have to play two games against each other. It is assumed that the outcomes of the two games are independent. The probabilities of winning, drawing and losing a game against are …2016 · MCQ
- The minimum number of times a fair coin needs to be tossed, so that the probability of getting at least two heads is at least is2015 · Numerical