Is Proving (ii) Implies (i) in Limit Theorems Trivial?

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SUMMARY

The discussion centers on proving the equivalence of two statements in limit theorems from the lemma in "Sample-Path Analysis of Queueing Systems" by El-Taha and Stidham Jr. Specifically, it addresses the claim that proving statement (ii) implies statement (i) is trivial. Participants explore the proof structure, suggesting a case analysis based on whether the sequence \{x_n\} is bounded or unbounded. Key insights include the application of the squeeze theorem for bounded sequences and the need for a contradiction approach for unbounded sequences.

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  • Understanding of limit theorems in real analysis
  • Familiarity with sequences and their convergence properties
  • Knowledge of the squeeze theorem in mathematical analysis
  • Basic concepts of queueing theory as presented in "Sample-Path Analysis of Queueing Systems"
NEXT STEPS
  • Study the proof techniques for limit theorems in real analysis
  • Explore the application of the squeeze theorem in various mathematical contexts
  • Investigate the implications of bounded vs. unbounded sequences in convergence
  • Review queueing theory fundamentals, particularly the concepts presented in El-Taha and Stidham Jr.'s work
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Mathematics students, researchers in real analysis, and professionals in queueing theory who seek to deepen their understanding of limit theorems and proof techniques.

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Homework Statement


The lemma below is from Sample-Path Analysis of Queueing Systems by El-Taha and Stidham Jr.

Lemma 2.10
Let [itex]\{x_n, n \geq 1\}[/itex] be a sequence of non-negative real numbers and [itex]\{b_n, n \geq 1\}[/itex] a non-decreasing sequence of real numbers such that [itex]b_n \rightarrow \infty[/itex] as [itex]n \rightarrow \infty[/itex]. Then the following are equivalent:

(i)[itex]b_n^{-1}x_n \rightarrow c[/itex] as [itex]n \rightarrow \infty[/itex];
(ii)[itex]b_n^{-1}\max_{k \leq n}x_k \rightarrow c[/itex] as [itex]n \rightarrow \infty[/itex].

The authors claim that proving statement (ii) implies statement (i) is trivial and leave no proof (they do go on to prove (i) implies (ii)). However, "trivial" is a subjective term. I'm trying to provide a proof that (ii) implies (i), but I get stuck.

2. Attempt at a solution
Let [itex]\epsilon > 0[/itex]. It follows from the hypothesis that there exists an [itex]N_0[/itex] such that if [itex]n > N_0[/itex], then [itex]c-\epsilon < b_n^{-1}\max_{k \leq n}x_k < c+\epsilon[/itex].

Since [itex]b_n \rightarrow \infty[/itex] as [itex]n \rightarrow \infty[/itex],there exists an [itex]N_1[/itex] such that if [itex]n > N_1[/itex], then [itex]b_n > 0[/itex] which implies [itex]b_n^{-1} > 0[/itex] which then implies [itex]b_n^{-1}x_n \leq b_n^{-1}\max_{k \leq n}x_k[/itex].

So let [itex]N=\max\{N_0,\, N_1\}[/itex]. If [itex]n > N[/itex], then [itex]b_n^{-1}\max_{k \leq n}x_k < c+\epsilon[/itex]. Hence [itex]b_n^{-1}x_n < c+\epsilon[/itex]. Now either (a) [itex]c-\epsilon < b_n^{-1}x_n[/itex], or (b) [itex]b_n^{-1}x_n \leq c-\epsilon[/itex]. If case (a) is true, then [itex]c-\epsilon < b_n^{-1}x_n < c+\epsilon[/itex] whenever [itex]n > N[/itex]. Regarding case (b)...

...and this is where I get stuck. My guess is case (b) leads to some contradiction, but I'm not sure how to obtain one. Any suggestions or specific references to look at? Or if there's a simpler way to show that (ii) implies (i), I'm all ears. Thanks!
 
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Welcome to PF, mathstatnoob!

I'm not sure, but I think breaking the proof into two cases may help, one if [itex]x_n[/itex] is bounded and the other if it is unbounded.

What does [itex]1/b_n[/itex] converge to? Consequently what do [itex]\frac{x_n}{b_n}[/itex] and [itex]\frac{\max_{k \leq n}x_k}{b_n}[/itex] converge to in the first case?

In the second case, I think you can use the unboundedness of [itex]x_n[/itex] to show (i) and (ii) are equivalent.

Hope this helps!
 
spamiam said:
Welcome to PF, mathstatnoob!

I'm not sure, but I think breaking the proof into two cases may help, one if [itex]x_n[/itex] is bounded and the other if it is unbounded.

What does [itex]1/b_n[/itex] converge to? Consequently what do [itex]\frac{x_n}{b_n}[/itex] and [itex]\frac{\max_{k \leq n}x_k}{b_n}[/itex] converge to in the first case?

In the second case, I think you can use the unboundedness of [itex]x_n[/itex] to show (i) and (ii) are equivalent.

Hope this helps!
Thanks for your input, spamiam.

So in the case when [itex]x_n[/itex] is bounded, both [itex]\frac{x_n}{b_n}[/itex] and [itex]\frac{\max_{k \leq n}x_k}{b_n}[/itex] approach 0 as [itex]n[/itex] approaches infinity. I showed this by employing the squeeze theorem. Let me think about the case when [itex]x_n[/itex] is unbounded a bit more (I just wanted to quickly acknowledge your suggestion).
 

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