Kronecker's Lemma
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, Kronecker's lemma (see, e.g., ) is a result about the relationship between convergence of
infinite sum In mathematics, a series is, roughly speaking, an addition of infinitely many terms, one after the other. The study of series is a major part of calculus and its generalization, mathematical analysis. Series are used in most areas of mathemati ...
s and convergence of sequences. The lemma is often used in the proofs of theorems concerning sums of independent random variables such as the strong
Law of large numbers In probability theory, the law of large numbers is a mathematical law that states that the average of the results obtained from a large number of independent random samples converges to the true value, if it exists. More formally, the law o ...
. The lemma is named after the
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mathematician A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numbers, data, quantity, mathematical structure, structure, space, Mathematica ...
Leopold Kronecker Leopold Kronecker (; 7 December 1823 – 29 December 1891) was a German mathematician who worked on number theory, abstract algebra and logic, and criticized Georg Cantor's work on set theory. Heinrich Weber quoted Kronecker as having said, ...
.


The lemma

If (x_n)_^\infty is an infinite sequence of real numbers such that :\sum_^\infty x_m = s exists and is finite, then we have for all 0 and b_n \to \infty that :\lim_\frac1\sum_^n b_kx_k = 0.


Proof

Let S_k denote the partial sums of the ''xs. Using
summation by parts In mathematics, summation by parts transforms the summation of products of sequences into other summations, often simplifying the computation or (especially) estimation of certain types of sums. It is also called Abel's lemma or Abel transformati ...
, : \frac1\sum_^n b_k x_k = S_n - \frac1\sum_^(b_ - b_k)S_k Pick any ''ε'' > 0. Now choose ''N'' so that S_k is ''ε''-close to ''s'' for ''k'' > ''N''. This can be done as the sequence S_k converges to ''s''. Then the right hand side is: : S_n - \frac1\sum_^(b_ - b_k)S_k - \frac1\sum_^(b_ - b_k)S_k : = S_n - \frac1\sum_^(b_ - b_k)S_k - \frac1\sum_^(b_ - b_k)s - \frac1\sum_^(b_ - b_k)(S_k - s) : = S_n - \frac1\sum_^(b_ - b_k)S_k - \fracs - \frac1\sum_^(b_ - b_k)(S_k - s). Now, let ''n'' go to infinity. The first term goes to ''s'', which cancels with the third term. The second term goes to zero (as the sum is a fixed value). Since the ''b'' sequence is increasing, the last term is bounded by \epsilon (b_n - b_N)/b_n \leq \epsilon.


References

* Series (mathematics) Lemmas {{mathanalysis-stub