If you're fortunate, you won't have to do much matrix multiplication by hand; the process is too prone to arithmetical errors to be useful and, frankly, it can get to being annoying.
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However, you should expect to have to do at least a few multiplications by hand, maybe on the "no calculator" portion of the test, just to show that you *can* actually do it.
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One special type of question for multiplying matrices is where you're asked to find exactly one entry of the matrix product. That is, rather than wanting you to do the entire multiplication, they're wanting you to do the multiplication and addition that results in one particular entry of the product.
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And it is possible to create questions that require that you be able do find that exactly one entry — where you cannot get help from your calculator — so make sure that you can do this.
In order to find a particular entry ai,j in a matrix multiplication, multiply the i-th row of the left-hand matrix by the j-th column of the right-hand matrix.
The dimension product of AB is (4×4)(4×3), so the multiplication will work, and C will be a 4×3 matrix.
But to find the value of the c3,2 entry of the product matrix, I don't need to do the whole matrix multiplication. The 3,2-entry is the result of multiplying the third row of A against the second column of B, so I'll just do that:
c3,2 = (3)(3) + (−2)(4) + (−2)(0) + (−2)(−1)
= 9 − 8 + 0 + 2 = 3
On the other hand, c2,3 is the result of multiplying the second row of A against the third column of B, so:
c2,3 = (0)(0) + (2)(−2) + (1)(−2) + (4)(0)
= 0 − 4 − 2 + 0 = −6
They asked me for the values of only these two entries of the product matrix C, so I'm done. My answer is:
c3,2 = 3
c2,3= −6
The above type of exercise serves as a reminder that, in general, to find the entry ci,j of a product matrix, you multiply row i of A against column j of B.
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The identity matrix I is a square matrix containing all zeroes, except for 1's on the top-left to bottom-right diagonal. Multiplying a matrix by the identity matrix is much like multiplying a number by the number 1, in that nothing changes as a result of the multiplication.
But to say "the" identity matrix is misleading; identity matrices come in different sizes, just as do regular matrices. The identity matrix with respect to a given matrix is the square matrix whose dimensions make the matrix multiplication for that matrix defined. There is more than just one multiplicative identity for matrices because the particular identity you need till depend upon the size of the matrix against which it is being multiplied.
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Because multiplying a matrix by the identity matrix I doesn't change anything — just like multiplying a number by 1 doesn't change anything — each of the matrix identity I and the regular number 1 are called the "multiplicative identity" for their respective areas of influence.
For example, suppose you have the following matrix A:
To multiply A on the right by the identity (that is, to do AI), you have to use I3, the 3×3 identity, in order to have the right number of rows for the multiplication to work:
On the other hand, to multiply A on the left by the identity, you have to use I2, the 2×2 identity, in order to have the right number of columns:
As you can see, if you are dealing with a non-square matrix such as the matrix A in the above example, the identity matrix that you use will depend upon the side of A on which you're multiplying.
This is just another example of matrix weirdness. Don't let it scare you. Matrices aren't bad; they're just different... really, really different.
There is no relationship between matrix multiplication and the Commutative Property, other than that matrix multiplication is not commutative — that is, you can not switch around the factors in matrix multiplication, willy-nilly, and expect to get the same result.
Matrix multiplication is probably the first time that the Commutative Property has ever been an issue for you. You may remember when they made a big deal, starting back in middle school or so, about how ab = ba or 5×6 = 6×5? This rule or property probably seemed fairly stupid at the time, because you already knew that order didn't matter in multiplication. So what was their point, exactly?
Introducing you to those rules back then was actually probably kind of pointless, since order didn't matter for anything you were multiplying then. Well, now the Commutative Property *does* matter, because order *does* matter for matrix multiplication.
Always keep in mind that, for matrices, AB almost never equals BA. There will even be times when multiplying in the other order won't even be defined.
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