<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">AM</journal-id><journal-title-group><journal-title>Applied Mathematics</journal-title></journal-title-group><issn pub-type="epub">2152-7385</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/am.2015.69140</article-id><article-id pub-id-type="publisher-id">AM-58951</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  A Note on the Almost Sure Central Limit Theorem for Partial Sums of &lt;i&gt;ρ&lt;/i&gt;&lt;sup&gt;&amp;minus;&lt;/sup&gt;-Mixing Sequences
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>eng</surname><given-names>Xu</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Qunying</surname><given-names>Wu</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>College of Science, Guilin University of Technology, Guilin, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>xufeng34@163.com(EX)</email>;<email>wqy666@glut.edu.cn(QW)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>05</day><month>08</month><year>2015</year></pub-date><volume>06</volume><issue>09</issue><fpage>1574</fpage><lpage>1580</lpage><history><date date-type="received"><day>27</day>	<month>July</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>18</month>	<year>August</year>	</date><date date-type="accepted"><day>21</day>	<month>August</month>	<year>2015</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p><html>
 <head></head>
 
  Let 
  <img src="Edit_47158d48-4249-4a6e-9755-dd84ddfed2ec.bmp" alt="" /> be a strictly stationary sequence of 
  <em>ρ</em>?-mixing random variables. We proved the almost sure central limit theorem, containing the general weight sequences, for the partial sums 
  <img src="Edit_3ef99865-441d-498c-a7dc-46894577a66b.bmp" alt="" /> , where 
  <img src="Edit_9d421bd2-bd4d-4609-8461-a5bf45f99b9c.bmp" alt="" /> , 
  <img src="Edit_b9961b8f-1cca-4f39-8fb2-fc98c81a4511.bmp" alt="" /> . The result generalizes and improves the previous results.
 
</html></p></abstract><kwd-group><kwd>&lt;i&gt;ρ&lt;/i&gt;&lt;sup&gt;&amp;minus;&lt;/sup&gt;-Mixing Sequences</kwd><kwd> Partial Sums</kwd><kwd> Almost Sure Central Limit Theorem</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x9.png" xlink:type="simple"/></inline-formula> be a class of functions which are coordinatewise increasing. For a random variable X, define</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x10.png" xlink:type="simple"/></inline-formula>.</p><p>For two nonempty disjoint sets<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x11.png" xlink:type="simple"/></inline-formula>, we define <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x12.png" xlink:type="simple"/></inline-formula> to be<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x13.png" xlink:type="simple"/></inline-formula>. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x14.png" xlink:type="simple"/></inline-formula> be the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x15.png" xlink:type="simple"/></inline-formula>-field generated by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x16.png" xlink:type="simple"/></inline-formula>, and define <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x17.png" xlink:type="simple"/></inline-formula> similarly.</p><p>A sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x18.png" xlink:type="simple"/></inline-formula> is called negatively associated (NA) if for ever pair of disjoint subsets S, T of N,</p><disp-formula id="scirp.58951-formula1254"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x19.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x20.png" xlink:type="simple"/></inline-formula>. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x21.png" xlink:type="simple"/></inline-formula>is called ρ<sup>*</sup>-mixing, if</p><disp-formula id="scirp.58951-formula1255"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x22.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.58951-formula1256"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x23.png"  xlink:type="simple"/></disp-formula><p>Definition 1. [<xref ref-type="bibr" rid="scirp.58951-ref1">1</xref>] A sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x24.png" xlink:type="simple"/></inline-formula> is called ρ<sup>−</sup>-mixing, if</p><disp-formula id="scirp.58951-formula1257"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x25.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.58951-formula1258"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x26.png"  xlink:type="simple"/></disp-formula><p>The definition of NA is given by Joag-Dev and Proschan [<xref ref-type="bibr" rid="scirp.58951-ref2">2</xref>] , and the concept of ρ<sup>*</sup>-mixing random variables is given by Kolmogorov and Rozanov [<xref ref-type="bibr" rid="scirp.58951-ref3">3</xref>] . In 1999, the concept of ρ<sup>−</sup>-mixing random variables was introduced initially by Zhang and Wang [<xref ref-type="bibr" rid="scirp.58951-ref1">1</xref>] . Obviously, ρ<sup>−</sup>-mixing random variables include NA and ρ<sup>*</sup>-mixing random variables, which have a lot of applications. Their limit properties have received more and more attention recently, and a number of results have been obtained, such as Zhang and Wang [<xref ref-type="bibr" rid="scirp.58951-ref1">1</xref>] for Rosenthal-type moment inequality and Marcinkiewicz-Zygmund law of large numbers, Zhang [<xref ref-type="bibr" rid="scirp.58951-ref4">4</xref>] for the central limit theorems of random fields, Wang and Lu [<xref ref-type="bibr" rid="scirp.58951-ref5">5</xref>] for the weak convergence theorems.</p><p>Starting with Brosamler [<xref ref-type="bibr" rid="scirp.58951-ref6">6</xref>] and Schatte [<xref ref-type="bibr" rid="scirp.58951-ref7">7</xref>] , in the last two decades several authors investigated the almost sure central limit theorem (ASCLT) for partial sums <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x27.png" xlink:type="simple"/></inline-formula> of random variables. We refer the reader to Brosamler [<xref ref-type="bibr" rid="scirp.58951-ref6">6</xref>] , Schatte [<xref ref-type="bibr" rid="scirp.58951-ref7">7</xref>] , Lacey and Philipp [<xref ref-type="bibr" rid="scirp.58951-ref8">8</xref>] , Ibragimov and Lifshits [<xref ref-type="bibr" rid="scirp.58951-ref9">9</xref>] , Berkes and Cs&#225;ki [<xref ref-type="bibr" rid="scirp.58951-ref10">10</xref>] , H&#246;rmann [<xref ref-type="bibr" rid="scirp.58951-ref11">11</xref>] and Wu [<xref ref-type="bibr" rid="scirp.58951-ref12">12</xref>] . The simplest form of the ASCLT [<xref ref-type="bibr" rid="scirp.58951-ref6">6</xref>] - [<xref ref-type="bibr" rid="scirp.58951-ref8">8</xref>] reads as follows: let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x28.png" xlink:type="simple"/></inline-formula> be i.i.d. random variables with mean 0, variance <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x29.png" xlink:type="simple"/></inline-formula> and partial sums<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x30.png" xlink:type="simple"/></inline-formula>. Then</p><disp-formula id="scirp.58951-formula1259"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x31.png"  xlink:type="simple"/></disp-formula><p>where I denotes indicator function, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x32.png" xlink:type="simple"/></inline-formula> is the standard normal distribution function. For other version of ρ<sup>−</sup>-mixing sequences, see [<xref ref-type="bibr" rid="scirp.58951-ref13">13</xref>] -[<xref ref-type="bibr" rid="scirp.58951-ref15">15</xref>] .</p><p>The purpose of this article is to study and establish the ASCLT, containing the general weight sequences, for partial sums of ρ<sup>−</sup>-mixing sequence. Our results not only generalize and improve those on ASCLT previously obtained by Brosamler [<xref ref-type="bibr" rid="scirp.58951-ref6">6</xref>] , Schatte [<xref ref-type="bibr" rid="scirp.58951-ref7">7</xref>] and Lacey and Philipp [<xref ref-type="bibr" rid="scirp.58951-ref8">8</xref>] from the i.i.d. case to ρ<sup>−</sup>-mixing sequences, but also expand the scope of the weights from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x33.png" xlink:type="simple"/></inline-formula> to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x34.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x35.png" xlink:type="simple"/></inline-formula>.</p><p>Throughout this paper, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x36.png" xlink:type="simple"/></inline-formula>means<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x37.png" xlink:type="simple"/></inline-formula>; and set the positive absolute constant c to vary from line to line.</p><p>Theorem 1. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x38.png" xlink:type="simple"/></inline-formula> be a strictly stationary ρ<sup>−</sup>-mixing sequence with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x39.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x40.png" xlink:type="simple"/></inline-formula>for a certain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x41.png" xlink:type="simple"/></inline-formula>, and denote<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x42.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x43.png" xlink:type="simple"/></inline-formula>. Assume that</p><disp-formula id="scirp.58951-formula1260"><label>(a)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x44.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.58951-formula1261"><label>(b)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x45.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.58951-formula1262"><label>(c)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x46.png"  xlink:type="simple"/></disp-formula><p>Suppose <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x47.png" xlink:type="simple"/></inline-formula> and set</p><disp-formula id="scirp.58951-formula1263"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x48.png"  xlink:type="simple"/></disp-formula><p>then</p><disp-formula id="scirp.58951-formula1264"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x49.png"  xlink:type="simple"/></disp-formula><p>Remark 1. By the terminology of summation procedures (cf. [<xref ref-type="bibr" rid="scirp.58951-ref16">16</xref>] , p. 35), Theorem 1 remains valid if we replace the weight sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x50.png" xlink:type="simple"/></inline-formula> by any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x51.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x52.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x53.png" xlink:type="simple"/></inline-formula>.</p><p>Remark 2. ρ<sup>−</sup>-mixing random variables include NA and ρ<sup>*</sup>-mixing random variables, so for NA and ρ<sup>*</sup>-mixing random variables sequences Theorem 1 also holds.</p><p>Remark 3. Essentially, the open problem that whether Theorem 1 holds for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x54.png" xlink:type="simple"/></inline-formula> still remains open.</p></sec><sec id="s2"><title>2. Some Lemmas</title><p>Lemma 1. [<xref ref-type="bibr" rid="scirp.58951-ref4">4</xref>] Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x55.png" xlink:type="simple"/></inline-formula> be a weakly stationary ρ<sup>−</sup>-mixing sequence with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x56.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x57.png" xlink:type="simple"/></inline-formula>, and</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x58.png" xlink:type="simple"/></inline-formula> ,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x59.png" xlink:type="simple"/></inline-formula> , then</p><disp-formula id="scirp.58951-formula1265"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x60.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x61.png" xlink:type="simple"/></inline-formula> denotes the standard normal random variable.</p><p>Lemma 2. [<xref ref-type="bibr" rid="scirp.58951-ref5">5</xref>] For a positive real number<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x62.png" xlink:type="simple"/></inline-formula>, if <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x63.png" xlink:type="simple"/></inline-formula> is a sequence of ρ<sup>−</sup>-mixing random variables with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x64.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x65.png" xlink:type="simple"/></inline-formula>for every<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x66.png" xlink:type="simple"/></inline-formula>, then for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x67.png" xlink:type="simple"/></inline-formula>, there is a positive constant <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x68.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.58951-formula1266"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x69.png"  xlink:type="simple"/></disp-formula><p>Lemma 3. [<xref ref-type="bibr" rid="scirp.58951-ref17">17</xref>] Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x70.png" xlink:type="simple"/></inline-formula> be a weakly stationary ρ<sup>−</sup>-mixing sequence. Assume <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x71.png" xlink:type="simple"/></inline-formula> Then for any bounded Lipschitz function f:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x72.png" xlink:type="simple"/></inline-formula>, We have</p><disp-formula id="scirp.58951-formula1267"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x73.png"  xlink:type="simple"/></disp-formula><p>Lemma 4. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x74.png" xlink:type="simple"/></inline-formula> be a sequence of uniformly bounded random variables. Assume that</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x75.png" xlink:type="simple"/></inline-formula>and existing constants <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x76.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x77.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.58951-formula1268"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x78.png"  xlink:type="simple"/></disp-formula><p>then</p><disp-formula id="scirp.58951-formula1269"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x79.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x80.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x81.png" xlink:type="simple"/></inline-formula> are defined by (2).</p><p>Proof. Set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x82.png" xlink:type="simple"/></inline-formula>, we get</p><disp-formula id="scirp.58951-formula1270"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x83.png"  xlink:type="simple"/></disp-formula><p>Firstly we estimate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x84.png" xlink:type="simple"/></inline-formula>. Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x85.png" xlink:type="simple"/></inline-formula> is a bounded random variable, we get</p><disp-formula id="scirp.58951-formula1271"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x86.png"  xlink:type="simple"/></disp-formula><p>Now we estimate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x87.png" xlink:type="simple"/></inline-formula>. By the conditions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x88.png" xlink:type="simple"/></inline-formula> for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x89.png" xlink:type="simple"/></inline-formula>, we get</p><disp-formula id="scirp.58951-formula1272"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x90.png"  xlink:type="simple"/></disp-formula><p>By condition<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x91.png" xlink:type="simple"/></inline-formula>, we obtain</p><disp-formula id="scirp.58951-formula1273"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x92.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.58951-formula1274"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x93.png"  xlink:type="simple"/></disp-formula><p>Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x94.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x95.png" xlink:type="simple"/></inline-formula> for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x96.png" xlink:type="simple"/></inline-formula> from the proof of Lemma 2.2 in</p><p>Wu [<xref ref-type="bibr" rid="scirp.58951-ref18">18</xref>] , we have, as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x97.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.58951-formula1275"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x98.png"  xlink:type="simple"/></disp-formula><p>Thus</p><disp-formula id="scirp.58951-formula1276"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x99.png"  xlink:type="simple"/></disp-formula><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x100.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x101.png" xlink:type="simple"/></inline-formula>, we get</p><disp-formula id="scirp.58951-formula1277"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x102.png"  xlink:type="simple"/></disp-formula><p>By Borel-Cantelli lemma,</p><disp-formula id="scirp.58951-formula1278"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x103.png"  xlink:type="simple"/></disp-formula><p>For any n, existing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x104.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x105.png" xlink:type="simple"/></inline-formula> such that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x106.png" xlink:type="simple"/></inline-formula>, then, by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x107.png" xlink:type="simple"/></inline-formula> for any i,</p><disp-formula id="scirp.58951-formula1279"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x108.png"  xlink:type="simple"/></disp-formula><p>from<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x109.png" xlink:type="simple"/></inline-formula>. i.e., (4) holds. This completes the proof of Lemma 4.</p></sec><sec id="s3"><title>3. Proof</title><p>Proof of Theorem 1. By Lemma 1, we have</p><disp-formula id="scirp.58951-formula1280"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x110.png"  xlink:type="simple"/></disp-formula><p>This implies that for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x111.png" xlink:type="simple"/></inline-formula> which is a bounded function with bounded continuous derivatives,</p><disp-formula id="scirp.58951-formula1281"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x112.png"  xlink:type="simple"/></disp-formula><p>Hence, by the Toeplitz lemma, we obtain</p><disp-formula id="scirp.58951-formula1282"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x113.png"  xlink:type="simple"/></disp-formula><p>In the other hand, from Theorem 7.1 of Billingsley [<xref ref-type="bibr" rid="scirp.58951-ref19">19</xref>] and Section 2 of Peligrad and Shao [<xref ref-type="bibr" rid="scirp.58951-ref20">20</xref>] , we know that (3) is equivalent to</p><disp-formula id="scirp.58951-formula1283"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x114.png"  xlink:type="simple"/></disp-formula><p>Hence, to prove (3), it suffices to prove</p><disp-formula id="scirp.58951-formula1284"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x115.png"  xlink:type="simple"/></disp-formula><p>for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x116.png" xlink:type="simple"/></inline-formula> which is a bounded function with bounded continuous derivatives.</p><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x117.png" xlink:type="simple"/></inline-formula>, define</p><disp-formula id="scirp.58951-formula1285"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x118.png"  xlink:type="simple"/></disp-formula><p>For any<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x119.png" xlink:type="simple"/></inline-formula>, we get,</p><disp-formula id="scirp.58951-formula1286"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x120.png"  xlink:type="simple"/></disp-formula><p>Firstly we estimate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x121.png" xlink:type="simple"/></inline-formula>. By Lemma 1<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x122.png" xlink:type="simple"/></inline-formula>, we note that certain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x123.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x124.png" xlink:type="simple"/></inline-formula>exist such that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x125.png" xlink:type="simple"/></inline-formula>. Since g is a bounded Lipschitz function, i.e., there exists a constant c &gt; 0 such that</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x126.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x127.png" xlink:type="simple"/></inline-formula>for any<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x128.png" xlink:type="simple"/></inline-formula>. By Jensen inequality, Lemma 2 and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x129.png" xlink:type="simple"/></inline-formula>, we obtain that</p><disp-formula id="scirp.58951-formula1287"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x130.png"  xlink:type="simple"/></disp-formula><p>Now we estimate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x131.png" xlink:type="simple"/></inline-formula>. Note that g is a bounded function with bounded continuous derivatives, so, by Lemma 3, we have</p><disp-formula id="scirp.58951-formula1288"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-7402839x132.png"  xlink:type="simple"/></disp-formula><p>So if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-7402839x133.png" xlink:type="simple"/></inline-formula>, combining with (6), (7), (8), we obtain</p><disp-formula id="scirp.58951-formula1289"><graphic  xlink:href="http://html.scirp.org/file/7-7402839x134.png"  xlink:type="simple"/></disp-formula><p>By Lemma 4, (5) holds.</p><p>This completes the proof of Theorem 1.1.</p></sec><sec id="s4"><title>Acknowledgments</title><p>We thank the editor and the referee for their comments. 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