188 CHAPTER 8. DETERMINANTS

Since the two matrices above are similar, it follows that(0m×m 0

B BA

),

(AB 0B 0n×n

)

have the same characteristic polynomials.Thus

det

(tIm×m 0−B tI−BA

)= det

(tI−AB 0−B tIn×n

)(8.14)

Therefore, tm det(tI−BA) = tn det(tI−AB) and so

det(tI−BA) = qBA (t) = tn−m det(tI−AB) = tn−mqAB (t) .■

8.10 Exercises1. Let m < n and let A be an m× n matrix. Show that A is not one to one. Hint:

Consider the n×n matrix A1 which is of the form A1 ≡

(A0

)where the 0 denotes

an (n−m)× n matrix of zeros. Thus detA1 = 0 and so A1 is not one to one. Now

observe that A1x is the vector, A1x =

(Ax0

)which equals zero if and only if

Ax= 0.

2. Let v1, · · · ,vn be vectors in Fn and let M (v1, · · · ,vn) denote the matrix whose ith

column equals vi. Define d (v1, · · · ,vn)≡ det(M (v1, · · · ,vn)) . Prove that d is linearin each variable, (multilinear), that

d (v1, · · · ,vi, · · · ,v j, · · · ,vn) =−d (v1, · · · ,v j, · · · ,vi, · · · ,vn) , (8.15)

andd (e1, · · · ,en) = 1 (8.16)

where here e j is the vector in Fn which has a zero in every position except the jth

position in which it has a one.

3. If A,B are similar matrices, show that they have the same determinant. Also showthat they have the same characteristic polynomial.

4. Suppose f : Fn×·· ·×Fn→ F satisfies 8.15 and 8.16 and is linear in each variable.Show that f = d.

5. Use row operations to evaluate by hand the determinant

det

1 2 3 2−6 3 2 35 2 2 33 4 6 4

 .

188CHAPTER 8. DETERMINANTSSince the two matrices above are similar, it follows thatOnxm O AB 0B BA ]?\ B Onxnhave the same characteristic polynomials.Thustl, 0 t1-AB OOdet{ ”"*”" = det (8.14)—B tI—BA —B thxnTherefore, t” det (t? — BA) = t" det (t! — AB) and sodet (t7 — BA) = gpa (t) =" det (t — AB) =t" "que (t).8.10 Exercises1.Let m <n and let A be an m Xn matrix. Show that A is not one to one. Hint:AConsider the n x n matrix A; which is of the form A; = 0 where the 0 denotesan (n—m) Xn matrix of zeros. Thus detA; = 0 and so A, is not one to one. NowAobserve that A; is the vector, Aja = ( 0 which equals zero if and only ifAx = 0.Let v1,--»,U, be vectors in F” and let M(v1,---,v,) denote the matrix whose i”column equals v;. Define d(v1,--- , Un) =det(M(v1,--- ,Un)). Prove that d is linearin each variable, (multilinear), thatd(vi,-°° Vis Uz, ,Un) = —d(v1,-°° Uf Vise Un), (8.15)andd(e€1,-++,€n) = 1 (8.16)where here e; is the vector in F” which has a zero in every position except the jnposition in which it has a one.If A,B are similar matrices, show that they have the same determinant. Also showthat they have the same characteristic polynomial.Suppose f : F” x--- x F” > F satisfies 8.15 and 8.16 and is linear in each variable.Show that f = d.. Use row operations to evaluate by hand the determinant1 23 2—6 3 2 3det5 2 2 33 46 4