Linear-Algebra-Done-Right · Unit 26 · Video 1 · Interactive Practice

Every Invertible Complex Operator Has a Square Root

IKey Formulas

FormulaNameHypotheses
R2=TR^2 = TRR is a square root of TTR,T∈L(V)R, T \in \mathcal{L}(V)
(I+12N−18N2+116N3+⋯+am−1Nm−1)2=I+N\bigl(I + \tfrac12 N - \tfrac18 N^2 + \tfrac1{16} N^3 + \cdots + a_{m-1} N^{m-1}\bigr)^2 = I + NIdentity plus nilpotentN∈L(V)N \in \mathcal{L}(V), Nm=0N^m = 0; F=R\mathbf{F} = \mathbf{R} or C\mathbf{C}
T∣G(λk,T)=λk(I+Tk/λk)T|_{G(\lambda_k, T)} = \lambda_k\bigl(I + T_k/\lambda_k\bigr),  Rk=λk (I+Tk/λk)1/2\ R_k = \sqrt{\lambda_k}\,\bigl(I + T_k/\lambda_k\bigr)^{1/2}A square root on each generalized eigenspaceF=C\mathbf{F} = \mathbf{C}, TT invertible, λk≠0\lambda_k \neq 0 an eigenvalue, Tk=(T−λkI)∣G(λk,T)T_k = (T - \lambda_k I)|_{G(\lambda_k, T)} nilpotent
Rv=R1u1+⋯+RmumRv = R_1 u_1 + \cdots + R_m u_m for v=u1+⋯+umv = u_1 + \cdots + u_m,  uk∈G(λk,T)\ u_k \in G(\lambda_k, T)Gluing the pieces: R2=TR^2 = Tsame; (I+Tk/λk)1/2(I + T_k/\lambda_k)^{1/2} is the lemma's root

Key Insight: Nilpotence turns the Taylor series of 1+x\sqrt{1+x} into a finite sum, and invertibility lets TT be written on every generalized eigenspace as a nonzero scalar times the identity plus a nilpotent.

IISolving for the Coefficients

Each coefficient aka_k enters the square only through 2ak2a_k, so matching the coefficient of NkN^k determines it.

IIIA Square Root of Every Complex Number

Taking r\sqrt r of the length and half the angle gives a ww with w2=zw^2 = z; the root of each λk\lambda_k comes from here.

💡 Over R\mathbf{R} the step fails at a negative eigenvalue: no real cc has c2=−1c^2 = -1.

IVQuiz Questions

Problem 1 · A Root When N3=0N^3 = 0

Given: N∈L(V)N \in \mathcal{L}(V) with N3=0N^3 = 0 — find an operator whose square is I+NI + N.

✅ Correct! (I+12N−18N2)2=I+N+(14−14)N2+(multiples of N3,N4)=I+N\bigl(I + \tfrac12 N - \tfrac18 N^2\bigr)^2 = I + N + \bigl(\tfrac14 - \tfrac14\bigr)N^2 + (\text{multiples of } N^3, N^4) = I + N.
❌ One term short. (I+12N)2=I+N+14N2\bigl(I + \tfrac12 N\bigr)^2 = I + N + \tfrac14 N^2, and N2N^2 need not be 00 when only N3=0N^3 = 0.
❌ Check the sign of a2a_2. The coefficient of N2N^2 in the square is 2a2+a12=2a2+142a_2 + a_1^2 = 2a_2 + \tfrac14, which must be 00.
❌ The N2N^2 term is 2a2+a122a_2 + a_1^2, not a2+a12a_2 + a_1^2. With a2=−14a_2 = -\tfrac14 the square has N2N^2-coefficient −12+14=−14≠0-\tfrac12 + \tfrac14 = -\tfrac14 \neq 0.
Show solution

Try R=I+a1N+a2N2R = I + a_1 N + a_2 N^2. Since powers of NN commute and N3=N4=0N^3 = N^4 = 0,

R2=I+2a1N+(2a2+a12)N2.R^2 = I + 2a_1 N + (2a_2 + a_1^2) N^2.

Matching with I+NI + N: 2a1=12a_1 = 1, so a1=12a_1 = \tfrac12; then 2a2+14=02a_2 + \tfrac14 = 0, so a2=−18a_2 = -\tfrac18. Hence R=I+12N−18N2R = I + \tfrac12 N - \tfrac18 N^2.

Problem 2 · The Next Coefficient

Given: N5=0N^5 = 0 and the lemma's square root I+a1N+a2N2+a3N3+a4N4I + a_1 N + a_2 N^2 + a_3 N^3 + a_4 N^4 with a1=12a_1 = \tfrac12, a2=−18a_2 = -\tfrac18, a3=116a_3 = \tfrac1{16} — find a4a_4.

✅ Correct! 2a4+2a1a3+a22=2a4+116+164=02a_4 + 2a_1a_3 + a_2^2 = 2a_4 + \tfrac1{16} + \tfrac1{64} = 0 gives a4=−5128a_4 = -\tfrac5{128}.
❌ A product is missing. N4N^4 arises as N⋅N3N \cdot N^3, N3⋅NN^3 \cdot N and N2⋅N2N^2 \cdot N^2, so the term a22=164a_2^2 = \tfrac1{64} belongs in the equation.
❌ The new coefficient appears as 2a42a_4. −564-\tfrac5{64} is the value of 2a42a_4, not of a4a_4.
❌ Check the sign. The known terms 116+164\tfrac1{16} + \tfrac1{64} are positive, so 2a42a_4 must be negative.
Show solution

The coefficient of N4N^4 in (I+a1N+a2N2+a3N3+a4N4)2(I + a_1 N + a_2 N^2 + a_3 N^3 + a_4 N^4)^2 collects the products whose exponents add to 44:

2a4+2a1a3+a22=2a4+2⋅12⋅116+164=2a4+564.2a_4 + 2a_1 a_3 + a_2^2 = 2a_4 + 2 \cdot \tfrac12 \cdot \tfrac1{16} + \tfrac1{64} = 2a_4 + \tfrac5{64}.

Setting it equal to 00 gives a4=−5128a_4 = -\tfrac5{128}.

Problem 3 · Factor Out the Eigenvalue

Given: T∈L(C2)T \in \mathcal{L}(\mathbf{C}^2) defined by T(w,z)=(9w+6z, 9z)T(w, z) = (9w + 6z,\ 9z) — find a square root RR of TT.

✅ Correct! R2(w,z)=R(3w+z, 3z)=(9w+3z+3z, 9z)=(9w+6z, 9z)=T(w,z)R^2(w, z) = R(3w + z,\ 3z) = (9w + 3z + 3z,\ 9z) = (9w + 6z,\ 9z) = T(w, z).
❌ Square roots are not taken entry by entry. R2(w,z)=(9w+66 z, 9z)R^2(w, z) = (9w + 6\sqrt6\, z,\ 9z), because the off-diagonal entry is hit twice by the factor 33.
❌ Halve the nilpotent part after factoring out 99. With T=9(I+N)T = 9(I + N), N(w,z)=(23z,0)N(w, z) = (\tfrac23 z, 0), the root is 3(I+12N)3(I + \tfrac12 N); this option squares to (9w+18z, 9z)(9w + 18z,\ 9z).
❌ Not quite. R2(w,z)=(9w+12z, 9z)R^2(w, z) = (9w + 12z,\ 9z): the zz-term is doubled once more by the factor 33 on the diagonal.
Show solution

The only eigenvalue is 99, and T=9I+MT = 9I + M with M(w,z)=(6z,0)M(w, z) = (6z, 0), M2=0M^2 = 0. Factor out 99:

T=9(I+N),N=19M,N(w,z)=(23z, 0),N2=0.T = 9\bigl(I + N\bigr), \qquad N = \tfrac19 M, \quad N(w, z) = \bigl(\tfrac23 z,\ 0\bigr), \quad N^2 = 0.

Since N2=0N^2 = 0, the lemma's root is I+12NI + \tfrac12 N, and 9=3\sqrt9 = 3:

R=3(I+12N)=3I+32N,R(w,z)=(3w+z, 3z).R = 3\bigl(I + \tfrac12 N\bigr) = 3I + \tfrac32 N, \qquad R(w, z) = (3w + z,\ 3z).

Check: R2(w,z)=(9w+3z+3z, 9z)=(9w+6z, 9z)R^2(w, z) = (9w + 3z + 3z,\ 9z) = (9w + 6z,\ 9z). (−R-R is a square root too.)

Problem 4 · Which Has No Square Root?

Given: four operators on C2\mathbf{C}^2 — find the one that has no square root.

✅ Correct! If R2=TR^2 = T then R4=T2=0R^4 = T^2 = 0, so RR is nilpotent on a 22-dimensional space and R2=0R^2 = 0, contradicting T≠0T \neq 0.
❌ That one is invertible. Over C\mathbf{C}, R(w,z)=(iw, iz)R(w, z) = (iw,\ iz) satisfies R2=−IR^2 = -I.
❌ The zero operator is its own square root. Invertibility is sufficient, not necessary.
❌ That one is invertible. It is I+NI + N with N(w,z)=(z,0)N(w, z) = (z, 0), N2=0N^2 = 0, so R=I+12NR = I + \tfrac12 N, R(w,z)=(w+12z, z)R(w, z) = (w + \tfrac12 z,\ z), works.
Show solution

(b) and (d) are invertible operators on a complex vector space, so they have square roots: iIiI for (b), and I+12NI + \tfrac12 N with N(w,z)=(z,0)N(w, z) = (z, 0) for (d). (c) is the zero operator, and 02=00^2 = 0.

For (a), T≠0T \neq 0 but T2(w,z)=T(z,0)=(0,0)T^2(w, z) = T(z, 0) = (0, 0). Suppose R2=TR^2 = T. Then R4=T2=0R^4 = T^2 = 0, so RR is nilpotent. A nilpotent operator on a space of dimension 22 satisfies R2=0R^2 = 0. Then T=R2=0T = R^2 = 0, a contradiction. So (a) has no square root.

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