<?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.2015.69145</article-id><article-id pub-id-type="publisher-id">AM-59023</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>
 
 
  Mixed Saddle Point and Its Equivalence with an Efficient Solution under Generalized (V, &lt;i&gt;p&lt;/i&gt;)-Invexity
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>rvind</surname><given-names>Kumar</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>Pankaj</surname><given-names>Kumar Garg</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Department of Mathematics, University of Delhi, Delhi, India</addr-line></aff><aff id="aff2"><addr-line>Department of Mathematics, Rajdhani College, University of Delhi, Delhi, India</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>arvind.ch83@gmail.com(RK)</email>;<email>akumar1@maths.du.ac.in(PKG)</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>1630</fpage><lpage>1637</lpage><history><date date-type="received"><day>16</day>	<month>July</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>21</month>	<year>August</year>	</date><date date-type="accepted"><day>24</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>
 
 
  The purpose of this paper is to define the concept of mixed saddle point for a vector-valued Lagrangian of the non-smooth multiobjective vector-valued constrained optimization problem and establish the equivalence of the mixed saddle point and an efficient solution under generalized (V, 
  <em>p</em>)-invexity assumptions.
 
</p></abstract><kwd-group><kwd>Nonsmooth Multiobjective Programs</kwd><kwd> (V</kwd><kwd> &lt;i&gt;p&lt;/i&gt;)-Invexity</kwd><kwd> Mixed Saddle Point</kwd><kwd> Vector-Valued Mixed Lagrangian Function</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Jeyakumar and Mond [<xref ref-type="bibr" rid="scirp.59023-ref1">1</xref>] have introduced the notion of V-invexity for vector function and discussed its application to a class of multiobjective problems. Mishra and Mukherjee [<xref ref-type="bibr" rid="scirp.59023-ref2">2</xref>] and Liu [<xref ref-type="bibr" rid="scirp.59023-ref3">3</xref>] extended the concept of V-invexity of multiobjective programming to the case of nonsmooth multiobjective programming problems and duality results are also obtained. Jeyakumar [<xref ref-type="bibr" rid="scirp.59023-ref4">4</xref>] introduced r-invexity for differentiable scalar-valued functions. Also, Jeyakumar [<xref ref-type="bibr" rid="scirp.59023-ref5">5</xref>] defined r-invexity for nonsmooth scalar-valued functions, studied duality theorems for nonsmooth optimization problems, and gave relationship between saddle points and optima. In [<xref ref-type="bibr" rid="scirp.59023-ref6">6</xref>] (Bector), a sufficient optimality theorem is proved for a certain minmax programming problem under the assumptions (B, h)-invexity conditions.</p><p>Kuk, Lee and Kim [<xref ref-type="bibr" rid="scirp.59023-ref7">7</xref>] discussed that weak vector saddle-point theorems are obtained under V-r-invexity for vector-valued functions. Bhatia and Garg [<xref ref-type="bibr" rid="scirp.59023-ref8">8</xref>] defined (V, r)-invexity, (V, r)-quasiinvexity and (V, r)-pseudo- invexity for nonsmooth vector-valued Lipschitz functions using Clarke’s generalized subgradients and established duality results for multiobjective programming problems. Bhatia [<xref ref-type="bibr" rid="scirp.59023-ref9">9</xref>] introduced higher order strong convexity for Lipschitz functions. The notion of vector-valued partial Lagrangian is also introduced and equivalence of the mixed saddle points of higher order and higher order minima are provided. In [<xref ref-type="bibr" rid="scirp.59023-ref10">10</xref>] -[<xref ref-type="bibr" rid="scirp.59023-ref13">13</xref>] , saddle point theory in terms of Lagrangian functions was introduced. In [<xref ref-type="bibr" rid="scirp.59023-ref14">14</xref>] (Reddy and Mukherjee), some problems consisting of nonsmooth composite multiobjective programs have been treated with (V, r)-invexity type conditions and also vector saddle point theorems were obtained for composite programs. Yuan, Liu and Lai [<xref ref-type="bibr" rid="scirp.59023-ref15">15</xref>] defined new vector generalized convexity.</p><p>In this paper, we define the concept of mixed saddle point for a vector-valued constrained optimization problem and establish the equivalence of the mixed saddle point and an efficient solution under generalized (V, r)- invexity assumptions. Further mixed saddle point theorems are obtained.</p></sec><sec id="s2"><title>2. Preliminaries</title><p>In this section we require some definitions and results.</p><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x5.png" xlink:type="simple"/></inline-formula> be the n-dimensional Euclidean space and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x6.png" xlink:type="simple"/></inline-formula> be its nonnegative orthant. Throughout this paper, the following conventions for vectors in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x7.png" xlink:type="simple"/></inline-formula> will be used:</p><p>a) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x8.png" xlink:type="simple"/></inline-formula>if and only if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x9.png" xlink:type="simple"/></inline-formula>,</p><p>b) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x10.png" xlink:type="simple"/></inline-formula>if and only if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x11.png" xlink:type="simple"/></inline-formula>,</p><p>c) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x12.png" xlink:type="simple"/></inline-formula>is the negation of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x13.png" xlink:type="simple"/></inline-formula>.</p><p>The following non-smooth multiobjective programming problem is studied in this paper:</p><disp-formula id="scirp.59023-formula206"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x14.png"  xlink:type="simple"/></disp-formula><p>where</p><p>1)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x15.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x16.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x17.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x18.png" xlink:type="simple"/></inline-formula>are locally Lipschitz functions on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x19.png" xlink:type="simple"/></inline-formula>.</p><p>2) Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x20.png" xlink:type="simple"/></inline-formula> be the set of feasible solution of problem (MOP). Now let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x21.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x22.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x23.png" xlink:type="simple"/></inline-formula>denotes the cardinality of the index set <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x24.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x25.png" xlink:type="simple"/></inline-formula></p><p>clearly<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x26.png" xlink:type="simple"/></inline-formula>.</p><p>Problem (MOP) can be associated to problem<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x27.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.59023-formula207"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x28.png"  xlink:type="simple"/></disp-formula><p>Now, we introduce the following definitions:</p><p>Definition 1. A vector function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x29.png" xlink:type="simple"/></inline-formula>, locally Lipschitz at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x30.png" xlink:type="simple"/></inline-formula>, is said to be (V, r)-invex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x31.png" xlink:type="simple"/></inline-formula> if there exist functions<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x32.png" xlink:type="simple"/></inline-formula>, a real number ρ and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x33.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x34.png" xlink:type="simple"/></inline-formula> for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x35.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59023-formula208"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x36.png"  xlink:type="simple"/></disp-formula><p>for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x37.png" xlink:type="simple"/></inline-formula> and for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x38.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59023-formula209"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x39.png"  xlink:type="simple"/></disp-formula><p>for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x40.png" xlink:type="simple"/></inline-formula> then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x41.png" xlink:type="simple"/></inline-formula> is called strictly (V, r)-invex at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x42.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 2. A vector function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x43.png" xlink:type="simple"/></inline-formula>, locally Lipschitz at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x44.png" xlink:type="simple"/></inline-formula>, is said to be (V, r)-pseudoinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x45.png" xlink:type="simple"/></inline-formula> if there exist functions<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x46.png" xlink:type="simple"/></inline-formula>, a real number ρ and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x47.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x48.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59023-formula210"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x49.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula211"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x50.png"  xlink:type="simple"/></disp-formula><p>for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x51.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59023-formula212"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x52.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula213"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x53.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula214"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x54.png"  xlink:type="simple"/></disp-formula><p>for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x55.png" xlink:type="simple"/></inline-formula> then the function is strictly (V, r)-pseudoinvex at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x56.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 3. A vector function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x57.png" xlink:type="simple"/></inline-formula>, locally Lipschitz at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x58.png" xlink:type="simple"/></inline-formula>, is said to be (V, r)-quasiinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x59.png" xlink:type="simple"/></inline-formula> if there exist functions<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x60.png" xlink:type="simple"/></inline-formula>, a real number ρ and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x61.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x62.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59023-formula215"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x63.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula216"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x64.png"  xlink:type="simple"/></disp-formula><p>for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x65.png" xlink:type="simple"/></inline-formula></p><p>If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x66.png" xlink:type="simple"/></inline-formula> is (V, r)-invex at each <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x67.png" xlink:type="simple"/></inline-formula> then the function is (V, r)-invex on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x68.png" xlink:type="simple"/></inline-formula>. Similar is the definition of other functions. It is evident that every (V, r)-invex function is both (V, r)-pseudoinvex and (V, r)-quasiinvex</p><p>with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x69.png" xlink:type="simple"/></inline-formula> and</p><disp-formula id="scirp.59023-formula217"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x70.png"  xlink:type="simple"/></disp-formula><p>From the definitions it is clear that every strictly (V, r)-pseudoinvex on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x71.png" xlink:type="simple"/></inline-formula> is (V, r)-quasiinvex on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x72.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 4. A feasible point <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x73.png" xlink:type="simple"/></inline-formula> is said to be efficient solution for MOP if there is no other feasible solution <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x74.png" xlink:type="simple"/></inline-formula> such that for some <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x75.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59023-formula218"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x76.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.59023-formula219"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x77.png"  xlink:type="simple"/></disp-formula><p>for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x78.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 5. The vector valued mixed Lagrangian function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x79.png" xlink:type="simple"/></inline-formula> corresponding to problem (MOP) is defined as</p><disp-formula id="scirp.59023-formula220"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x80.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x81.png" xlink:type="simple"/></inline-formula></p><p>Definition 6. A vector <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x82.png" xlink:type="simple"/></inline-formula> is said to be mixed saddle point of mixed Lagrangian <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x83.png" xlink:type="simple"/></inline-formula> if</p><disp-formula id="scirp.59023-formula221"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x84.png"  xlink:type="simple"/></disp-formula><p>Definition 7. A function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x85.png" xlink:type="simple"/></inline-formula> is sublinear if for any<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x86.png" xlink:type="simple"/></inline-formula>,</p><p>1) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x87.png" xlink:type="simple"/></inline-formula></p><p>2) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x88.png" xlink:type="simple"/></inline-formula>for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x89.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x90.png" xlink:type="simple"/></inline-formula>.</p><p>For <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x91.png" xlink:type="simple"/></inline-formula></p><p>Now, we have established our main results, to prove equivalence between mixed saddle point and an efficient solution.</p></sec><sec id="s3"><title>3. Main Results</title><p>Theorem 1. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x92.png" xlink:type="simple"/></inline-formula> satisfy the following conditions</p><disp-formula id="scirp.59023-formula222"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x93.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula223"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x94.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula224"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x95.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula225"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x96.png"  xlink:type="simple"/></disp-formula><p>Further, let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x97.png" xlink:type="simple"/></inline-formula> be (V, r)-pseudoinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x98.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x99.png" xlink:type="simple"/></inline-formula> is (V, r)-quasiinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x100.png" xlink:type="simple"/></inline-formula></p><p>with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x101.png" xlink:type="simple"/></inline-formula> Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x101.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x102.png" xlink:type="simple"/></inline-formula> is a mixed saddle point of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x101.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x102.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x103.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x104.png" xlink:type="simple"/></inline-formula> satisfies (1), we have</p><disp-formula id="scirp.59023-formula226"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x105.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula227"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x106.png"  xlink:type="simple"/></disp-formula><p>As<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x107.png" xlink:type="simple"/></inline-formula>, from (6), we obtain</p><disp-formula id="scirp.59023-formula228"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x108.png"  xlink:type="simple"/></disp-formula><p>Hence, there exist</p><disp-formula id="scirp.59023-formula229"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x109.png"  xlink:type="simple"/></disp-formula><p>such that</p><disp-formula id="scirp.59023-formula230"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x110.png"  xlink:type="simple"/></disp-formula><p>Now for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x111.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59023-formula231"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x112.png"  xlink:type="simple"/></disp-formula><p>As<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x113.png" xlink:type="simple"/></inline-formula>, (9) gives</p><disp-formula id="scirp.59023-formula232"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x114.png"  xlink:type="simple"/></disp-formula><p>From (2) and (10) it follows that</p><disp-formula id="scirp.59023-formula233"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x115.png"  xlink:type="simple"/></disp-formula><p>Using the (V, r)-quasiinvexity of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x116.png" xlink:type="simple"/></inline-formula> at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x117.png" xlink:type="simple"/></inline-formula>, we get</p><disp-formula id="scirp.59023-formula234"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x118.png"  xlink:type="simple"/></disp-formula><p>(12) along with the fact <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x119.png" xlink:type="simple"/></inline-formula> gives</p><disp-formula id="scirp.59023-formula235"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x120.png"  xlink:type="simple"/></disp-formula><p>From (8) and (13) and using the sublinearity of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x121.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.59023-formula236"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x122.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula237"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x123.png"  xlink:type="simple"/></disp-formula><p>Now using (V, r)-pseudoinvex of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x124.png" xlink:type="simple"/></inline-formula> at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x125.png" xlink:type="simple"/></inline-formula> in (15)</p><disp-formula id="scirp.59023-formula238"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x126.png"  xlink:type="simple"/></disp-formula><p>Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x127.png" xlink:type="simple"/></inline-formula>, we obtain from (16)</p><disp-formula id="scirp.59023-formula239"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x128.png"  xlink:type="simple"/></disp-formula><p>Again for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x129.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x130.png" xlink:type="simple"/></inline-formula> we have</p><disp-formula id="scirp.59023-formula240"><label>(18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x131.png"  xlink:type="simple"/></disp-formula><p>(18) along with (2) implies</p><disp-formula id="scirp.59023-formula241"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x132.png"  xlink:type="simple"/></disp-formula><p>Therefore, from (19)</p><disp-formula id="scirp.59023-formula242"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x133.png"  xlink:type="simple"/></disp-formula><p>Hence</p><disp-formula id="scirp.59023-formula243"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x134.png"  xlink:type="simple"/></disp-formula><p>From (17) and (21) and the fact that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x135.png" xlink:type="simple"/></inline-formula>, it follows that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x136.png" xlink:type="simple"/></inline-formula> is a mixed saddle point of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x137.png" xlink:type="simple"/></inline-formula>.</p><p>Theorem 2. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x138.png" xlink:type="simple"/></inline-formula> satisfy the conditions from (1) to (4). If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x139.png" xlink:type="simple"/></inline-formula> is (V, r)-</p><p>quasiinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x140.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x141.png" xlink:type="simple"/></inline-formula> is strictly (V, r)-pseudoinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x142.png" xlink:type="simple"/></inline-formula> with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x143.png" xlink:type="simple"/></inline-formula> then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x144.png" xlink:type="simple"/></inline-formula> is mixed saddle point.</p><p>Proof. Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x145.png" xlink:type="simple"/></inline-formula> satisfies (1), proceeding in the same manner as in the Theorem (1), we have</p><disp-formula id="scirp.59023-formula244"><label>(22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x146.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x147.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x148.png" xlink:type="simple"/></inline-formula>.</p><p>Now, for any<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x149.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x150.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x151.png" xlink:type="simple"/></inline-formula>which along with (2) gives</p><disp-formula id="scirp.59023-formula245"><label>(23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x152.png"  xlink:type="simple"/></disp-formula><p>Using strict (V, r)-pseudoinvexity of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x153.png" xlink:type="simple"/></inline-formula> at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x154.png" xlink:type="simple"/></inline-formula> in (23) we get</p><disp-formula id="scirp.59023-formula246"><label>(24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x155.png"  xlink:type="simple"/></disp-formula><p>The fact of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x156.png" xlink:type="simple"/></inline-formula> and (24) gives</p><disp-formula id="scirp.59023-formula247"><label>(25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x157.png"  xlink:type="simple"/></disp-formula><p>From the sublinearty of V</p><disp-formula id="scirp.59023-formula248"><label>(26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x158.png"  xlink:type="simple"/></disp-formula><p>(25) along with (26) gives</p><disp-formula id="scirp.59023-formula249"><label>(27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x159.png"  xlink:type="simple"/></disp-formula><p>From (V, r)-quasiinvexity of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x160.png" xlink:type="simple"/></inline-formula> at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x161.png" xlink:type="simple"/></inline-formula> and (27) it follows that</p><disp-formula id="scirp.59023-formula250"><label>(28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x162.png"  xlink:type="simple"/></disp-formula><p>From (28), proceeding in the same manner as in Theorem (1) we obtain that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x163.png" xlink:type="simple"/></inline-formula> is the mixed saddle point of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x164.png" xlink:type="simple"/></inline-formula>.</p><p>Theorem 3. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x165.png" xlink:type="simple"/></inline-formula> be an efficient solution for the problem (MOP) and let the functions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x166.png" xlink:type="simple"/></inline-formula> be regular at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x167.png" xlink:type="simple"/></inline-formula>. Assume that for at least one r, (MOP<sub>r</sub>) is calm at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x168.png" xlink:type="simple"/></inline-formula>. Then there exit <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x168.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x169.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x168.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x170.png" xlink:type="simple"/></inline-formula> such that</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x171.png" xlink:type="simple"/></inline-formula>satisfies conditions from (1) to (4). Further let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x172.png" xlink:type="simple"/></inline-formula> be strictly (V, r)-pseudoinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x173.png" xlink:type="simple"/></inline-formula></p><p>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x174.png" xlink:type="simple"/></inline-formula> be (V, r)-quasiinvex at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x175.png" xlink:type="simple"/></inline-formula> with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x176.png" xlink:type="simple"/></inline-formula> then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x177.png" xlink:type="simple"/></inline-formula> is a mixed saddle point of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x178.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x179.png" xlink:type="simple"/></inline-formula> is an efficient solution of (1) and Clarke’s calmness constraint qualification holds. It follows from Fritz John type necessary optimality conditions that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x180.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x181.png" xlink:type="simple"/></inline-formula>such that</p><disp-formula id="scirp.59023-formula251"><label>(29)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x182.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula252"><label>(30)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x183.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula253"><label>(31)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x184.png"  xlink:type="simple"/></disp-formula><p>Now as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x185.png" xlink:type="simple"/></inline-formula> are regular at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x185.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x186.png" xlink:type="simple"/></inline-formula>, (29) gives</p><disp-formula id="scirp.59023-formula254"><label>(32)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x187.png"  xlink:type="simple"/></disp-formula><p>(30), (31) and (32) imply that conditions (1) to (4) are satisfied. As <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x188.png" xlink:type="simple"/></inline-formula> satisfies (1) to (4), proceeding in the same manner as in Theorem (1), we obtain (15).</p><p>Now, using strict (V, r)-pseudoinvexity of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x189.png" xlink:type="simple"/></inline-formula> at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x190.png" xlink:type="simple"/></inline-formula>, we get</p><disp-formula id="scirp.59023-formula255"><label>(33)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x191.png"  xlink:type="simple"/></disp-formula><p>Since, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x192.png" xlink:type="simple"/></inline-formula>, we obtain from (33)</p><disp-formula id="scirp.59023-formula256"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x193.png"  xlink:type="simple"/></disp-formula><p>Again, proceeding in the same manner as in Theorem (1), it is proved that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x194.png" xlink:type="simple"/></inline-formula> is a mixed saddle point of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x195.png" xlink:type="simple"/></inline-formula>.</p><p>In the next theorem no invexity or generalized invexity is used.</p><p>Theorem 4. If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x196.png" xlink:type="simple"/></inline-formula> is a mixed saddle point of mixed Lagrangian then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x197.png" xlink:type="simple"/></inline-formula> is an efficient solution of the problem (MOP).</p><p>Proof: Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x198.png" xlink:type="simple"/></inline-formula> is a mixed saddle point of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x198.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x199.png" xlink:type="simple"/></inline-formula>, we have <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x198.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x199.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x200.png" xlink:type="simple"/></inline-formula> and</p><disp-formula id="scirp.59023-formula257"><label>(34)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x201.png"  xlink:type="simple"/></disp-formula><p>From (34), we get</p><disp-formula id="scirp.59023-formula258"><label>(35)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x202.png"  xlink:type="simple"/></disp-formula><p>Taking <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x203.png" xlink:type="simple"/></inline-formula> in (35), where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x203.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x204.png" xlink:type="simple"/></inline-formula> is a vector having unity at the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x203.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x204.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x205.png" xlink:type="simple"/></inline-formula> position and zero elsewhere, we get</p><disp-formula id="scirp.59023-formula259"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x206.png"  xlink:type="simple"/></disp-formula><p>Moreover, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x207.png" xlink:type="simple"/></inline-formula>hence</p><disp-formula id="scirp.59023-formula260"><label>(36)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x208.png"  xlink:type="simple"/></disp-formula><p>Thus, we have</p><disp-formula id="scirp.59023-formula261"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x209.png"  xlink:type="simple"/></disp-formula><p>Hence, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x210.png" xlink:type="simple"/></inline-formula>is feasible for the problem (MOP). Further, taking <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x211.png" xlink:type="simple"/></inline-formula> in (35), we get</p><disp-formula id="scirp.59023-formula262"><label>(37)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x212.png"  xlink:type="simple"/></disp-formula><p>But as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x213.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x213.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x214.png" xlink:type="simple"/></inline-formula>, from (37), we obtain</p><disp-formula id="scirp.59023-formula263"><label>(38)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x215.png"  xlink:type="simple"/></disp-formula><p>Now contrary to the result, let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x216.png" xlink:type="simple"/></inline-formula> be not an efficient solution of the problem (MOP). Then there exist <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x217.png" xlink:type="simple"/></inline-formula> and an index<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402829x218.png" xlink:type="simple"/></inline-formula>, such that</p><disp-formula id="scirp.59023-formula264"><label>(39)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x219.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.59023-formula265"><label>(40)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x220.png"  xlink:type="simple"/></disp-formula><p>(39) and (40) along with (38) give</p><disp-formula id="scirp.59023-formula266"><label>(41)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x221.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.59023-formula267"><label>(42)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x222.png"  xlink:type="simple"/></disp-formula><p>that is</p><disp-formula id="scirp.59023-formula268"><label>(43)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x223.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59023-formula269"><label>(44)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402829x224.png"  xlink:type="simple"/></disp-formula><p>(43) and (44) are contradiction to the fact that</p><disp-formula id="scirp.59023-formula270"><graphic  xlink:href="http://html.scirp.org/file/12-7402829x225.png"  xlink:type="simple"/></disp-formula></sec><sec id="s4"><title>Acknowledgements</title><p>The research work presented in this paper is supported by grants to the first author from “University Grants Commission, New Delhi, India”, Sch. 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