Math Problem Statement
π΄ , π΅, and πΆ are three matrices of compatible sizes so that the products π΄π΅ and π΄π΅πΆ are defined. In the following statements, when we say that a matrix has rows (resp. columns) 1 and 3 the same, we assume that this matrix has enough rows (resp. columns) in order for there to be a first and third row (resp. column).
Select all the statements below that are true. Hint: For each statement, try testing some examples. In an exam, you will be asked to give a reason if the statement is True and a counterexample if the statement is False.
Grading: Here is how these types of questions are graded. Say there are π statements which are true in a list of π questions. Suppose you select π1 statements which are true, and you select π2 statements which are false. Then, the number of points you get is ππ1πβπ2 out of a max total of π possible points.
Question 1 Answer
a. If π΄π΅ and π΅π΄ are both defined, then π΄π΅ and π΅π΄ are both square (though possibly of different sizes).
b. (π΄π΅)2=π΅2π΄2.
c. If rows 1 and 3 of π΄ are the same, so are rows 1 and 3 of π΄π΅πΆ.
d. If rows 1 and 3 of π΅ are the same, so are rows 1 and 3 of π΄π΅.
e. If columns 1 and 3 of π΅ are the same, so are the columns 1 and 3 of π΄π΅.
Solution
Let's analyze each of the statements carefully.
a. If π΄π΅ and π΅π΄ are both defined, then π΄π΅ and π΅π΄ are both square (though possibly of different sizes).
- True: For π΄π΅ to be defined, the number of columns of π΄ must match the number of rows of π΅. Similarly, for π΅π΄ to be defined, the number of columns of π΅ must match the number of rows of π΄. If both are defined, this suggests that the dimensions of π΄ and π΅ are compatible in such a way that both π΄π΅ and π΅π΄ are square matrices. However, the sizes may be different; for example, π΄ could be and π΅ could be , making both products , so both could be square but of different sizes.
b. (π΄π΅)Β² = π΅Β²π΄Β².
- False: Matrix multiplication is not commutative, so in general, the equality does not hold. The left-hand side involves , while the right-hand side involves . Since the order of matrix multiplication matters, this equality is not valid in general.
c. If rows 1 and 3 of π΄ are the same, so are rows 1 and 3 of π΄π΅πΆ.
- True: If rows 1 and 3 of π΄ are the same, then multiplying π΄ by any matrix will preserve that equality. This is because the multiplication of π΄ with π΅ and πΆ does not affect the identical nature of rows 1 and 3 of π΄. This can be confirmed by testing with specific examples of matrices.
d. If rows 1 and 3 of π΅ are the same, so are rows 1 and 3 of π΄π΅.
- False: While multiplying by π΄ does not necessarily change the rows of π΅, it can alter the structure of the product. Specifically, row 1 and row 3 of π΅ being the same does not guarantee that the resulting rows in π΄π΅ will be the same, because multiplication by π΄ can combine columns in different ways that affect the row structure.
e. If columns 1 and 3 of π΅ are the same, so are the columns 1 and 3 of π΄π΅.
- True: If columns 1 and 3 of π΅ are the same, then multiplying by π΄ does not alter the equality of these columns. This can be checked by observing how multiplying a matrix π΅ with identical columns by another matrix π΄ preserves the equality in the resulting product.
Final Answer:
- True Statements: a, c, e
- False Statements: b, d
Would you like further clarification on any of the statements, or do you have another question?
Additional Questions:
- Why does matrix multiplication fail to be commutative?
- What happens when you multiply a matrix by an identity matrix?
- Can the order of matrix multiplication ever be rearranged without changing the result?
- How can you test if two matrices are invertible?
- What role does the concept of a "square matrix" play in matrix operations?
Tip: Always check the dimension compatibility first when analyzing matrix products.
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Math Problem Analysis
Mathematical Concepts
Matrix Multiplication
Linear Algebra
Matrix Properties
Formulas
-
Theorems
Matrix Multiplication is Not Commutative
Preservation of Rows/Columns in Matrix Products
Suitable Grade Level
Grades 10-12
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