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Theme 2 — Hilbert Spaces and Dirac Notation

The shift operator on ℓ2(N)\ell^2(\mathbb{N})

Keywords: shift · ell2 · isometry · unitary operator · infinite dimension

Exercise 1 : The shift operator on ℓ2(N)\ell^2(\mathbb{N})

Question 1
Recall that ℓ2(N)\ell^2(\mathbb{N}) denotes the space of sequences (xn)n∈N(x_n)_{n \in \mathbb{N}} of complex numbers satisfying ∑n=0∞∣xn∣2<∞\sum_{n=0}^{\infty} |x_n|^2 < \infty, equipped with the inner product ⟨x,y⟩=∑n=0∞xn∗yn\langle x, y \rangle = \sum_{n=0}^{\infty} x^*_n y_n.

We define the right-shift operator T ⁣:ℓ2(N)→ℓ2(N)T \colon \ell^2(\mathbb{N}) \to \ell^2(\mathbb{N}) by:

T(x0,x1,x2,...)=(0,x0,x1,x2,...).T(x_0, x_1, x_2, ...) = (0, x_0, x_1, x_2, ...).

Question 2
Show that TT is a linear isometry.

Solution
Linearity. For α,β∈C\alpha, \beta \in \mathbb{C} and x,y∈ℓ2(N)x, y \in \ell^2(\mathbb{N}):

T(αx+βy)=(0, αx0+βy0, αx1+βy1, ...)=α T(x)+β T(y).T(\alpha x + \beta y) = (0,\, \alpha x_0 + \beta y_0,\, \alpha x_1 + \beta y_1,\, ...) = \alpha\, T(x) + \beta\, T(y).

Isometry. We verify that the norm is preserved:

∥T(x)∥2=∣0∣2+∑n=0∞∣xn∣2=∥x∥2.\|T(x)\|^2 = |0|^2 + \sum_{n=0}^{\infty} |x_n|^2 = \|x\|^2.

Thus TT is an isometry, and in particular TT is injective (since ∥T(x)∥=0⇒∥x∥=0⇒x=0\|T(x)\| = 0 \Rightarrow \|x\| = 0 \Rightarrow x = 0).

Question 3
Is TT a Hilbert-space isomorphism (a unitary operator)?

Solution
TT is not a Hilbert-space isomorphism. A Hilbert-space isomorphism must be bijective. However, TT is not surjective: the sequence y=(1,0,0,...)∈ℓ2(N)y = (1, 0, 0, ...) \in \ell^2(\mathbb{N}) has no preimage under TT, because the first component of every T(x)T(x) is 00.

Thus, TT is a non-unitary isometry. This example illustrates a phenomenon specific to infinite dimension: in finite dimension, every linear isometry is automatically surjective (by a dimension argument), which is no longer true in infinite dimension.