<?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">JAMP</journal-id><journal-title-group><journal-title>Journal of Applied Mathematics and Physics</journal-title></journal-title-group><issn pub-type="epub">2327-4352</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jamp.2015.37097</article-id><article-id pub-id-type="publisher-id">JAMP-57649</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 Strong Law of Large Numbers for Set-Valued Random Variables in Gα Space
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Guan</surname><given-names>Li</given-names></name><xref ref-type="aff" rid="aff1"><sub>1</sub></xref></contrib></contrib-group><aff id="aff1"><label>1</label><addr-line>College of Applied Sciences, Beijing University of Technology, Beijing, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:</corresp></author-notes><pub-date pub-type="epub"><day>30</day><month>06</month><year>2015</year></pub-date><volume>03</volume><issue>07</issue><fpage>797</fpage><lpage>801</lpage><history><date date-type="received"><day>30</day>	<month>March</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>23</month>	<year>June</year>	</date><date date-type="accepted"><day>30</day>	<month>June</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>
 
 
   In this paper, we shall represent a strong law of large numbers (SLLN) for weighted sums of set- valued random variables in the sense of the Hausdorff metric dH, based on the result of single-valued random variable obtained by Taylor [1].  
 
</p></abstract><kwd-group><kwd>Set-Valued Random Variable</kwd><kwd> the Laws of Large Numbers</kwd><kwd> Hausdorff Metric</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>We all know that the limit theories are important in probability and statistics. For single-valued case, many beautiful results for limit theory have been obtained. In [<xref ref-type="bibr" rid="scirp.57649-ref1">1</xref>], there are many results of laws of large numbers at different kinds of conditions and different kinds of spaces. With the development of set-valued random theory, the theory of set-valued random variables and their applications have become one of new and active branches in probability theory. And the theory of set-valued random variables has been developed quite extensively (cf. [<xref ref-type="bibr" rid="scirp.57649-ref2">2</xref>]- [<xref ref-type="bibr" rid="scirp.57649-ref7">7</xref>] etc.). In [<xref ref-type="bibr" rid="scirp.57649-ref1">1</xref>], Artstein and Vitale used an embedding theorem to prove a strong law of large numbers for independent and identically distributed set-valued random variables whose basic space is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x3.png" xlink:type="simple"/></inline-formula>, and Hiai extended it to separable Banach space <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x4.png" xlink:type="simple"/></inline-formula> in [<xref ref-type="bibr" rid="scirp.57649-ref8">8</xref>]. Taylor and Inoue proved SLLN's for only independent case in Banach space in [<xref ref-type="bibr" rid="scirp.57649-ref7">7</xref>]. Many other authors such as Gin&#233;, Hahn and Zinn [<xref ref-type="bibr" rid="scirp.57649-ref9">9</xref>], Puri and Ralescu [<xref ref-type="bibr" rid="scirp.57649-ref10">10</xref>] discussed SLLN's under different settings for set-valued random variables where the underlying space is a separable Banach space.</p><p>In this paper, what we concerned is the SLLN of set-valued independent random variables in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x5.png" xlink:type="simple"/></inline-formula> space. Here the geometric conditions are imposed on the Banach spaces to obtain SLLN for set-valued random varia- bles. The results are both the extension of the single-valued’s case and the extension of the set-valued’s case.</p><p>This paper is organized as follows. In Section 2, we shall briefly introduce some definitions and basic results of set-valued random variables. In Section 3, we shall prove a strong law of large numbers for set-valued inde- pendent random variables in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x6.png" xlink:type="simple"/></inline-formula> space.</p></sec><sec id="s2"><title>2. Preliminaries on Set-Valued Random Variables</title><p>Throughout this paper, we assume that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x7.png" xlink:type="simple"/></inline-formula> is a nonatomic complete probability space, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x8.png" xlink:type="simple"/></inline-formula>is a real separable Banach space, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x9.png" xlink:type="simple"/></inline-formula>is the set of nature numbers, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x10.png" xlink:type="simple"/></inline-formula>is the family of all nonempty closed subsets of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x11.png" xlink:type="simple"/></inline-formula>, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x12.png" xlink:type="simple"/></inline-formula> is the family of all nonempty bounded closed convex subsets of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x13.png" xlink:type="simple"/></inline-formula>.</p><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x14.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x15.png" xlink:type="simple"/></inline-formula> be two nonempty subsets of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x16.png" xlink:type="simple"/></inline-formula> and let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x17.png" xlink:type="simple"/></inline-formula>, the set of all real numbers. We define addi- tion and scalar multiplication as</p><disp-formula id="scirp.57649-formula430"><graphic  xlink:href="http://html.scirp.org/file/57649x18.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.57649-formula431"><graphic  xlink:href="http://html.scirp.org/file/57649x19.png"  xlink:type="simple"/></disp-formula><p>The Hausdorff metric on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x20.png" xlink:type="simple"/></inline-formula> is defined by</p><disp-formula id="scirp.57649-formula432"><graphic  xlink:href="http://html.scirp.org/file/57649x21.png"  xlink:type="simple"/></disp-formula><p>for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x22.png" xlink:type="simple"/></inline-formula>. For an <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x23.png" xlink:type="simple"/></inline-formula> in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x24.png" xlink:type="simple"/></inline-formula>, let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x25.png" xlink:type="simple"/></inline-formula>. The metric space <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x26.png" xlink:type="simple"/></inline-formula> is complete , and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x27.png" xlink:type="simple"/></inline-formula> is a closed subset of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x28.png" xlink:type="simple"/></inline-formula> (cf. [<xref ref-type="bibr" rid="scirp.57649-ref6">6</xref>], Theorems 1.1.2 and 1.1.3). For more general hyper-</p><p>spaces, more topological properties of hyperspaces, readers may refer to a good book [<xref ref-type="bibr" rid="scirp.57649-ref11">11</xref>].</p><p>For each<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x29.png" xlink:type="simple"/></inline-formula>, define the support function by</p><disp-formula id="scirp.57649-formula433"><graphic  xlink:href="http://html.scirp.org/file/57649x30.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x31.png" xlink:type="simple"/></inline-formula> is the dual space of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x32.png" xlink:type="simple"/></inline-formula>.</p><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x33.png" xlink:type="simple"/></inline-formula> denote the unit sphere of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x34.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x35.png" xlink:type="simple"/></inline-formula>the all continuous functions of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x36.png" xlink:type="simple"/></inline-formula>, and the norm is defined as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x37.png" xlink:type="simple"/></inline-formula></p><p>The following is the equivalent definition of Hausdorff metric.</p><p>For each<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x38.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.57649-formula434"><graphic  xlink:href="http://html.scirp.org/file/57649x39.png"  xlink:type="simple"/></disp-formula><p>A set-valued mapping <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x40.png" xlink:type="simple"/></inline-formula> is called a set-valued random variable (or a random set, or a multifunction) if, for each open subset <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x41.png" xlink:type="simple"/></inline-formula> of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x42.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x43.png" xlink:type="simple"/></inline-formula>.</p><p>For each set-valued random variable<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x44.png" xlink:type="simple"/></inline-formula>, the expectation of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x45.png" xlink:type="simple"/></inline-formula>, denoted by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x46.png" xlink:type="simple"/></inline-formula>, is defined as</p><disp-formula id="scirp.57649-formula435"><graphic  xlink:href="http://html.scirp.org/file/57649x47.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x48.png" xlink:type="simple"/></inline-formula> is the usual Bochner integral in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x49.png" xlink:type="simple"/></inline-formula>, the family of integrable <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x50.png" xlink:type="simple"/></inline-formula>-valued random variables, and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x51.png" xlink:type="simple"/></inline-formula>. This integral was first introduced by Aumann [<xref ref-type="bibr" rid="scirp.57649-ref3">3</xref>], called Aumann integral in literature.</p></sec><sec id="s3"><title>3. Main Results</title><p>In this section, we will give the limit theorems for independent set-valued random variables in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x52.png" xlink:type="simple"/></inline-formula> space. The following definition and lemma are from [<xref ref-type="bibr" rid="scirp.57649-ref1">1</xref>], which will be used later.</p><p>Definition 3.1 A Banach space <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x53.png" xlink:type="simple"/></inline-formula> is said to satisfy the condition <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x54.png" xlink:type="simple"/></inline-formula> for some<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x55.png" xlink:type="simple"/></inline-formula>, if there exists a mapping <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x56.png" xlink:type="simple"/></inline-formula> such that</p><p>(i)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x57.png" xlink:type="simple"/></inline-formula>;</p><p>(ii)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x58.png" xlink:type="simple"/></inline-formula>;</p><p>(iii) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x59.png" xlink:type="simple"/></inline-formula>for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x60.png" xlink:type="simple"/></inline-formula> and some positive constant<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x61.png" xlink:type="simple"/></inline-formula>.</p><p>Note that Hilbert spaces are <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x62.png" xlink:type="simple"/></inline-formula> with constant <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x63.png" xlink:type="simple"/></inline-formula> and identity mapping<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x64.png" xlink:type="simple"/></inline-formula>.</p><p>Lemma 3.1 Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula> be a separable Banach space which is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x66.png" xlink:type="simple"/></inline-formula> for some <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x67.png" xlink:type="simple"/></inline-formula> and let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x68.png" xlink:type="simple"/></inline-formula> be single-valued independent random elements in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x69.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x70.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x71.png" xlink:type="simple"/></inline-formula> for each <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x72.png" xlink:type="simple"/></inline-formula> then</p><disp-formula id="scirp.57649-formula436"><graphic  xlink:href="http://html.scirp.org/file/57649x73.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x74.png" xlink:type="simple"/></inline-formula> is the positive constant in (iii).</p><p>Theorem 3.1 Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x75.png" xlink:type="simple"/></inline-formula> be a separable Banach space which is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x76.png" xlink:type="simple"/></inline-formula> for some<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x77.png" xlink:type="simple"/></inline-formula>. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x78.png" xlink:type="simple"/></inline-formula> be a sequence of independent set-valued random variables in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x79.png" xlink:type="simple"/></inline-formula>, such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x80.png" xlink:type="simple"/></inline-formula> for each<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x81.png" xlink:type="simple"/></inline-formula>. If</p><disp-formula id="scirp.57649-formula437"><graphic  xlink:href="http://html.scirp.org/file/57649x82.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x83.png" xlink:type="simple"/></inline-formula> for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x84.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x85.png" xlink:type="simple"/></inline-formula> for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x86.png" xlink:type="simple"/></inline-formula>, then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x87.png" xlink:type="simple"/></inline-formula> converges with probability 1 in the sense of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x88.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Define</p><disp-formula id="scirp.57649-formula438"><graphic  xlink:href="http://html.scirp.org/file/57649x89.png"  xlink:type="simple"/></disp-formula><p>Note that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x90.png" xlink:type="simple"/></inline-formula> for each <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x91.png" xlink:type="simple"/></inline-formula> and that both <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x92.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x93.png" xlink:type="simple"/></inline-formula> are independent se- quences of set-valued random variables. Next, for each <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x94.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x95.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.57649-formula439"><graphic  xlink:href="http://html.scirp.org/file/57649x96.png"  xlink:type="simple"/></disp-formula><p>That means <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x97.png" xlink:type="simple"/></inline-formula> is a Cauchy sequence and hence</p><disp-formula id="scirp.57649-formula440"><graphic  xlink:href="http://html.scirp.org/file/57649x98.png"  xlink:type="simple"/></disp-formula><p>as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x99.png" xlink:type="simple"/></inline-formula>. Since convergence in the mean implied convergence in probability, Ito and Nisio’s result in [<xref ref-type="bibr" rid="scirp.57649-ref12">12</xref>] for independent random elements(rf. Section 4.5) provides that</p><disp-formula id="scirp.57649-formula441"><graphic  xlink:href="http://html.scirp.org/file/57649x100.png"  xlink:type="simple"/></disp-formula><p>Then for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x101.png" xlink:type="simple"/></inline-formula>, by triangular inequality we have</p><disp-formula id="scirp.57649-formula442"><graphic  xlink:href="http://html.scirp.org/file/57649x102.png"  xlink:type="simple"/></disp-formula><p>By the completeness of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x103.png" xlink:type="simple"/></inline-formula>, we can have <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x103.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x104.png" xlink:type="simple"/></inline-formula> converges almost everywhere in the sense of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x103.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x105.png" xlink:type="simple"/></inline-formula>.</p><p>Since by equivalent definition of Hausdorff metric, we have</p><disp-formula id="scirp.57649-formula443"><graphic  xlink:href="http://html.scirp.org/file/57649x106.png"  xlink:type="simple"/></disp-formula><p>For any fixed<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x107.png" xlink:type="simple"/></inline-formula>, there exists a sequence<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x108.png" xlink:type="simple"/></inline-formula>, such that</p><disp-formula id="scirp.57649-formula444"><graphic  xlink:href="http://html.scirp.org/file/57649x109.png"  xlink:type="simple"/></disp-formula><p>Then by dominated convergence theorem, Minkowski inequality and Lemma 3.1, we have</p><disp-formula id="scirp.57649-formula445"><graphic  xlink:href="http://html.scirp.org/file/57649x110.png"  xlink:type="simple"/></disp-formula><p>for each <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x111.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x112.png" xlink:type="simple"/></inline-formula>. Thus, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x113.png" xlink:type="simple"/></inline-formula>is a Cauchy sequence, and hence converges. Hence, by the similar way as above to prove <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x114.png" xlink:type="simple"/></inline-formula> converges with probability one in the sense of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x115.png" xlink:type="simple"/></inline-formula>. We also can prove that</p><disp-formula id="scirp.57649-formula446"><graphic  xlink:href="http://html.scirp.org/file/57649x116.png"  xlink:type="simple"/></disp-formula><p>with probability one in the sense of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x117.png" xlink:type="simple"/></inline-formula>. The result was proved. W</p><p>From theorem 3.1, we can easily obtain the following corollary.</p><p>Corollary 3.2 Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x118.png" xlink:type="simple"/></inline-formula> be a separable Banach space which is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x119.png" xlink:type="simple"/></inline-formula> for some<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x120.png" xlink:type="simple"/></inline-formula>. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x121.png" xlink:type="simple"/></inline-formula> be a sequence of independent set-valued random variables in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x122.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x123.png" xlink:type="simple"/></inline-formula> for each<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x124.png" xlink:type="simple"/></inline-formula>. If</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x125.png" xlink:type="simple"/></inline-formula>are continuous and such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x126.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x127.png" xlink:type="simple"/></inline-formula> are non-decreasing, then for each <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x128.png" xlink:type="simple"/></inline-formula> the convergence of</p><disp-formula id="scirp.57649-formula447"><graphic  xlink:href="http://html.scirp.org/file/57649x129.png"  xlink:type="simple"/></disp-formula><p>implies that</p><disp-formula id="scirp.57649-formula448"><graphic  xlink:href="http://html.scirp.org/file/57649x130.png"  xlink:type="simple"/></disp-formula><p>converges with probability one in the sense of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x131.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Let</p><disp-formula id="scirp.57649-formula449"><graphic  xlink:href="http://html.scirp.org/file/57649x132.png"  xlink:type="simple"/></disp-formula><p>If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x133.png" xlink:type="simple"/></inline-formula>, by the non-decreasing property of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x134.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.57649-formula450"><graphic  xlink:href="http://html.scirp.org/file/57649x135.png"  xlink:type="simple"/></disp-formula><p>That is</p><disp-formula id="scirp.57649-formula451"><label>(4.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/57649x136.png"  xlink:type="simple"/></disp-formula><p>If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x137.png" xlink:type="simple"/></inline-formula>, by the non-decreasing property of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x138.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.57649-formula452"><graphic  xlink:href="http://html.scirp.org/file/57649x139.png"  xlink:type="simple"/></disp-formula><p>That is</p><disp-formula id="scirp.57649-formula453"><label>(4.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/57649x140.png"  xlink:type="simple"/></disp-formula><p>Then as the similar proof of theorem 3.1, we can prove both <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x141.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/57649x142.png" xlink:type="simple"/></inline-formula> converges with probability one, and the result was obtained. W</p></sec><sec id="s4"><title>Acknowledgements</title><p>The research was supported by NSFC(11301015, 11401016, 11171010), BJNS (1132008).</p></sec><sec id="s5"><title>Cite this paper</title><p>Guan Li, (2015) A Strong Law of Large Numbers for Set-Valued Random Variables in Gα Space. Journal of Applied Mathematics and Physics,03,797-801. doi: 10.4236/jamp.2015.37097</p></sec></body><back><ref-list><title>References</title><ref id="scirp.57649-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Taylor, R.L. (1978) Lecture Notes in Mathematics. Springer-Verlag.</mixed-citation></ref><ref id="scirp.57649-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Artstein, Z. and Vitale, R.A. (1975) A Strong Law of Large Numbers for Random Compact Sets. Ann. Probab., 3, 879-882. http://dx.doi.org/10.1214/aop/1176996275</mixed-citation></ref><ref id="scirp.57649-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">Aumann, R. (1965) Integrals of Set Valued Functions. J. Math. Anal. Appl., 12, 1-12.  
http://dx.doi.org/10.1016/0022-247X(65)90049-1</mixed-citation></ref><ref id="scirp.57649-ref4"><label>4</label><mixed-citation publication-type="other" xlink:type="simple">Hiai, F. and Umegaki, H. (1977) Integrals, Conditional Expectations and Martingales of Multivalued Functions. J. Multivar. Anal., 7, 149-182. http://dx.doi.org/10.1016/0047-259X(77)90037-9</mixed-citation></ref><ref id="scirp.57649-ref5"><label>5</label><mixed-citation publication-type="other" xlink:type="simple">Jung, E.J. and Kim, J.H. (2003) On Set-Valued Stochastic Integrals. Stoch. Anal. Appl., 21, 401-418.  
http://dx.doi.org/10.1081/SAP-120019292</mixed-citation></ref><ref id="scirp.57649-ref6"><label>6</label><mixed-citation publication-type="other" xlink:type="simple">Li, S., Ogura, Y. and Kreinovich, V. (2002) Limit Theorems and Applications of Set-Valued and Fuzzy Set-Valued Random Variables. Kluwer Academic Publishers, Dordrecht. http://dx.doi.org/10.1007/978-94-015-9932-0</mixed-citation></ref><ref id="scirp.57649-ref7"><label>7</label><mixed-citation publication-type="other" xlink:type="simple">Taylor, R.L. and Inoue, H. (1985) A Strong Law of Large Numbers for Random Sets in Banach Spaces. Bull. Instit. Math. Academia Sinica, 13, 403-409.</mixed-citation></ref><ref id="scirp.57649-ref8"><label>8</label><mixed-citation publication-type="book" xlink:type="simple">Hiai, F. (1984) Strong Laws of Large Numbers for Multivalued Random Variables, Multifunctions and Integrands. In: Salinetti, G., Ed., Lecture Notes in Math., Springer, Berlin, 1091, 160-172.</mixed-citation></ref><ref id="scirp.57649-ref9"><label>9</label><mixed-citation publication-type="other" xlink:type="simple">Giné, E., Hahn, G. and Zinn, J. (1983) Limit Theorems for Random Sets: An Application of Probability in Banach Space Results. Lect. Notes in Math., 990, 112-135. http://dx.doi.org/10.1007/bfb0064267</mixed-citation></ref><ref id="scirp.57649-ref10"><label>10</label><mixed-citation publication-type="other" xlink:type="simple">Puri, M.L. and Ralescu, D.A. (1983) Strong Law of Large Numbers for Banach Space Valued Random Sets. Ann. Probab., 11, 222-224. http://dx.doi.org/10.1214/aop/1176993671</mixed-citation></ref><ref id="scirp.57649-ref11"><label>11</label><mixed-citation publication-type="other" xlink:type="simple">Beer, G. (1993) Topologies on Closed and Closed Convex Sets, Mathematics and Its Applications. Kluwer Academic Pub-lishers, Dordrecht, Holland. http://dx.doi.org/10.1007/978-94-015-8149-3</mixed-citation></ref><ref id="scirp.57649-ref12"><label>12</label><mixed-citation publication-type="other" xlink:type="simple">It?, K. and Nisio, M. (1968) On the Convergence of Sums of Independent Banach Space Valued Random Variables. Osaka J. Math., 5, 35-48. </mixed-citation></ref></ref-list></back></article>