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Saturday, October 15, 2022

Spitzer's Formula

The following identity is an abstract version of the Spitzer's formula introduced in Wendel's 1958 paper [1] and the proof thereof, with some simplifications.

Theorem. Let A be a unital Banach algebra with the norm and unit 1. Let \mathbf{P} be a bounded linear operator on \mathcal{A} satisfying the following conditions:

  1. \mathbf{P} is a projection, that is, \mathbf{P}^2 = \mathbf{P}.
  2. Both \operatorname{im}\mathbf{P} and \operatorname{im}(\mathbf{I}-\mathbf{P}) are closed subalgebras of \mathcal{A}.
  3. x and \mathbf{P}x commute for any x \in \mathcal{A}.
Then for any a \in \mathcal{A} and with the multiplication operator \mathbf{M}_a defined by \mathbf{M}_a(x) = ax, we have \sum_{n=0}^{\infty} t^n (\mathbf{P}\mathbf{M}_a)^n 1 = \exp\left(\sum_{n=1}^{\infty} \frac{t^n}{n} \mathbf{P}(a^n) \right) \tag{*} for any scalar t within the radius of convergence of both sides.

Proof. Write \mathbf{Q} = \mathbf{I} - \mathbf{P} for simplicity. We first note that, for any scalars a_n's and b_n's and x \in \mathcal{A}, \mathbf{Q} \left[ \sum_{n=0}^{\infty} a_n (\mathbf{P}x)^n \right] = \mathbf{Q}a_0 \qquad\text{and}\qquad \mathbf{P} \left[ \sum_{n=0}^{\infty} b_n (\mathbf{Q}x)^n \right] = \mathbf{P}b_0 \tag{1} provided the respective series converges. Now let t be sufficiently small so that all the series appearing in \text{(*)} converges absolutely, and let g denote the left-hand side of \text{(*)}: g = \sum_{n=0}^{\infty} t^n (\mathbf{P}\mathbf{M}_a)^n 1 = (\mathbf{I} - t \mathbf{P}\mathbf{M}_a)^{-1} 1 Hence, g is uniquely determined by the equation (\mathbf{I} - t \mathbf{P}\mathbf{M}_a) g = 1. \tag{2} In light of the above observation, it suffices to prove that the right-hand side of \text{(*)} satisfies the condition \text{(2)}. Indeed, let g^* denote the right-hand side of \text{(*)}: g^* = \exp\left(\sum_{n=1}^{\infty} \frac{t^n}{n} \mathbf{P}(a^n) \right) = \exp\left(- \mathbf{P} \log(1 - ta) \right) Then we get \begin{align*} (\mathbf{I} - t \mathbf{P}\mathbf{M}_a) g^* &= \mathbf{Q}g^* + \mathbf{P}(\mathbf{I} - t\mathbf{M}_a)g^* \\ &= \mathbf{Q}g^* + \mathbf{P}((1 - ta)g^*) \\ &= \mathbf{Q}\exp\left( -\mathbf{P} \log(1 - ta) \right) + \mathbf{P} \exp\left( \mathbf{Q} \log(1 - ta) \right) \\ &= \mathbf{Q}1 + \mathbf{P}1 \\ &= 1. \end{align*} In the third step, we utilized the fact that e^x e^y = e^{x+y} provided x and y commute. Then \text{(1)} is used in the fourth step. Therefore g^* = g. \square

References.

[1] Wendel, James G. (1958). "Spitzer's formula: A short proof". Proceedings of the American Mathematical Society. 9 (6): 905–908. doi:10.1090/S0002-9939-1958-0103531-2. MR 0103531.

Sunday, October 2, 2022

Dominated Convergence Theorem for Series

In this post, we will cover a classical but nevertheless powerful result about interchanging the order of limit and sum.

Let G be an abelian group. We will adopt additive notation for the group operation. Assume that G is endowed with a norm \|\cdot\| with respect to which G is complete.

Theorem. Let (a^{(n)}_k)_{n,k=1}^{\infty} \subseteq G and (M_k)_{k=1}^{\infty} \subseteq [0, \infty) satisfy the following conditions:

  1. \| a^{(n)}_k \| \leq M_k holds for each n and k;
  2. (a^{(n)}_k)_{n=1}^{\infty} converges in G as k \to \infty for each n;
  3. \sum_{k=1}^{\infty} M_k converges.
Then \sum_{k=1}^{\infty} a^{(n)}_k converges for each n, and \lim_{n\to\infty} \sum_{k=1}^{\infty} a^{(n)}_k = \sum_{k=1}^{\infty} \lim_{n\to\infty} a^{(n)}_k.

Remark. The completeness of G is not necessary provided all the sums appearing in the equality converge in G.

Proof. For each n, let S^{(n)} := \sum_{k=1}^{\infty} a^{(n)}_k . Then for p \lt q, we have \left\| \sum_{k=p+1}^{q} a^{(n)}_k \right\| \leq \sum_{k=p+q}^{q} \| a^{(n)}_k\| \leq \sum_{k=p+1}^{q} M_k. Since this bound converges to 0 as p, q \to \infty, the partial sums of S^{(n)} define a Cauchy sequence in G for each n. Then the completeness of G ensures that the series S^{(n)} converges in G for each n.

Define the sequence (a_k)_{k=1}^{\infty} in G by a_k := \lim_{n\to\infty} a^{(n)}_k for each k. Then it is clear that \| a_k \| \leq M_k, and so, the sum S := \sum_{k=1}^{\infty} a_k converges by the same reasoning. Finally, for each fixed p, \begin{align*} \| S^{(n)} - S \| &\leq \left\| S^{(n)} - \sum_{k=1}^{p} a_k \right\| + \left\| \sum_{k=1}^{p} a_k - S \right\| \\ &\leq \sum_{k=1}^{p} \| a^{(n)}_k - a_k \| + \sum_{k=p+1}^{\infty} \| a^{(n)}_k \| + \sum_{k=p+1}^{\infty} \| a_k \| \\ &\leq \sum_{k=1}^{p} \| a^{(n)}_k - a_k \| + 2 \sum_{k=p+1}^{\infty} M_k. \end{align*} Letting \limsup as n \to \infty, we obtain the bound \limsup_{n\to\infty} \| S^{(n)} - S \| \leq 2 \sum_{k=p+1}^{\infty} M_k. Since the left-hand side does not depend on p, letting p \to \infty shows that the limsup is in fact 0, proving S^{(n)} \to S in G as n \to \infty. This conclusion is equivalent to the desired assertion, hence the proof is done. \square

Example. We show that \sum_{k=1}^{\infty} \frac{2^k}{k} = 0 in \mathbb{Q}_2. Indeed, for n \geq 1 we have \begin{align*} 0 = \frac{1 - (1 - 2)^{2^n}}{2^n} &= \frac{1}{2^n} \sum_{k=1}^{\infty} (-1)^{k-1} \binom{2^n}{k} 2^k \\ &= \sum_{k=1}^{\infty} (-1)^{k-1} \binom{2^n - 1}{k - 1} \frac{2^k}{k} \\ &= \sum_{k=1}^{\infty} \left[ \prod_{l=1}^{k-1} \left( 1 - \frac{2^n}{l} \right) \right] \frac{2^k}{k}. \end{align*} It is easy to check that the |\cdot|_2-norm of the kth term is uniformly bounded by 2^{-k} for all n and k, and \prod_{l=1}^{k-1} \left( 1 - \frac{2^n}{l} \right) \to 1 in \mathbb{Q}_2 as n \to \infty for each k. So by DCT, it follows that 0 = \sum_{k=1}^{\infty} \left[ \lim_{n \to \infty} \prod_{l=1}^{k-1} \left( 1 - \frac{2^n}{l} \right) \right] \frac{2^k}{k} = \sum_{k=1}^{\infty} \frac{2^k}{k}.

Remark. The above result can be interpreted in terms of logarithm as follows: Note that the logarithm \log(z) = \sum_{n=1}^{\infty} \frac{(-1)^{n-1}}{n} z^n converges in \mathbb{Q}_2 whenever |z|_2 < 1, and moreover, \log(1+z) + \log(1+w) = \log((1+z)(1+w)), which initially holds as an identity between formal power series, extends to all z, w \in \mathbb{Q}_2 with |z|_2 < 1 and |w|_2 < 1. So, \sum_{n=1}^{\infty} \frac{2^n}{n} = - \log(1-2) = - \log (-1) = - \frac{1}{2} \log((-1)^2) = -\frac{1}{2}\log 1 = 0.