<?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">APM</journal-id><journal-title-group><journal-title>Advances in Pure Mathematics</journal-title></journal-title-group><issn pub-type="epub">2160-0368</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/apm.2015.57038</article-id><article-id pub-id-type="publisher-id">APM-56794</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>
 
 
  Eigenvectors of Permutation Matrices
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>.</surname><given-names>Isabel Garca-Planas</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>M.</surname><given-names>Dolors Magret</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Departament de Matemàtica Aplicada I, Universitat Politècnica de Catalunya, Barcelona, Spain</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>maria.isabel.garcia@upc.edu(.IG)</email>;<email>m.dolors.magret@upc.edu(MDM)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>29</day><month>05</month><year>2015</year></pub-date><volume>05</volume><issue>07</issue><fpage>390</fpage><lpage>394</lpage><history><date date-type="received"><day>11</day>	<month>March</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>26</month>	<year>May</year>	</date><date date-type="accepted"><day>29</day>	<month>May</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 spectral properties of special matrices have been widely studied, because of their applications. We focus on permutation matrices over a finite field and, more concretely, we compute the minimal annihilating polynomial, and a set of linearly independent eigenvectors from the decomposition in disjoint cycles of the permutation naturally associated to the matrix. 
 
</p></abstract><kwd-group><kwd>Permutation Matrices</kwd><kwd> Eigenvalues</kwd><kwd> Eigenvectors</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>As it is well known, permutations appear almost all in areas of mathematics. The study of permutation matrices has interest not only in matrix theory, but in other fields such as code theory, where they are a fundamental tool in construction of low-density parity-check codes (see [<xref ref-type="bibr" rid="scirp.56794-ref1">1</xref>] ).</p><p>Many properties are known of permutation matrices. In this work we focus on their spectral properties. More concretely, we obtain a formula for the minimal annihilating polynomial of a permutation matrix over a finite field and obtain a set of linearly independent eigenvectors of such a matrix.</p><p>Permutation matrices are orthogonal matrices, and therefore its set of eigenvalues is contained in the set of roots of unity. The product of permutation matrices is again a permutation matrix. They are invertible, and the inverse of a permutation matrix is again a permutation matrix. Permutation matrices are also double stochastic; in fact the set of doubly stochastic matrices corresponds to the convex hull of the set of permutation matrices (see [<xref ref-type="bibr" rid="scirp.56794-ref2">2</xref>] ). The characteristic polynomial of permutations matrices has also been studied (see, for example, [<xref ref-type="bibr" rid="scirp.56794-ref3">3</xref>] ).</p><p>Throughout the paper, we will denote by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x5.png" xlink:type="simple"/></inline-formula> the finite field of p elements (p is a prime number), and assume<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x6.png" xlink:type="simple"/></inline-formula>. For any matrix<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x7.png" xlink:type="simple"/></inline-formula>, let us denote <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x8.png" xlink:type="simple"/></inline-formula> the characteristic polynomial of A and by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x9.png" xlink:type="simple"/></inline-formula> the minimal annihilating polynomial of A.</p></sec><sec id="s2"><title>2. Preliminaries</title><p>Let us consider the set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x10.png" xlink:type="simple"/></inline-formula>. Any permutation <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x11.png" xlink:type="simple"/></inline-formula> of M can be written as a product of disjoint cycles (also called “orbits”). The usual notation <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x12.png" xlink:type="simple"/></inline-formula> of a k-cycle means that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x13.png" xlink:type="simple"/></inline-formula> is replaced by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x14.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x15.png" xlink:type="simple"/></inline-formula>by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x16.png" xlink:type="simple"/></inline-formula>, and so on being the last replacement <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x17.png" xlink:type="simple"/></inline-formula> by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x18.png" xlink:type="simple"/></inline-formula>. A 1-cycle will be denoted by (i) and it means that this element remains unchanged (it is a fixed point of the permutation).</p><p>There is not an only possibility of the decomposition since being the cycles disjoint they can be written in any order and, moreover, any rotation of a given cycle specifies the same cycle.</p><p>See, for example, [<xref ref-type="bibr" rid="scirp.56794-ref4">4</xref>] and [<xref ref-type="bibr" rid="scirp.56794-ref5">5</xref>] for further reading about this topic.</p><p>A monomial matrix of order n is a regular <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x19.png" xlink:type="simple"/></inline-formula>-matrix which has in each row and in each column exactly one non-zero component. Permutation matrices are monomial matrices in which all non-zero components are equal to 1. Its rows are a permutation of the rows of the identity matrix. We will denote by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x20.png" xlink:type="simple"/></inline-formula> the permutation matrix associated to the permutation of M,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x21.png" xlink:type="simple"/></inline-formula>; that is to say, the permutation matrix in which the non-zero components are in columns<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x22.png" xlink:type="simple"/></inline-formula>. Equivalently, the permutation matrix in which the permutation applied to the rows of the identity matrix is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x23.png" xlink:type="simple"/></inline-formula>. Another property of permutation matrices is given below.</p><p>The cycle type of a cycle is the data of how many cycles of each length are present in the cycle decomposition of the cycle. If the cycle is a product of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x24.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x25.png" xlink:type="simple"/></inline-formula>-cycles, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x26.png" xlink:type="simple"/></inline-formula>-cycles, ..., <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x28.png" xlink:type="simple"/></inline-formula>-cycles, then we will write that its cycle type is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x30.png" xlink:type="simple"/></inline-formula>. Two permutations are conjugate in the symmetric group if and only if they have the same cycle type.</p><p>Example 1. We list below all the permutations of the symmetric group of n elements for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x31.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x32.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x33.png" xlink:type="simple"/></inline-formula>, expressing the decomposition of the cycle in disjoint cycles and the cycle type. For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x34.png" xlink:type="simple"/></inline-formula>, analogous tables can be constructed.</p><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x35.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56794-formula1275"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x36.png"  xlink:type="simple"/></disp-formula><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x37.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56794-formula1276"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x38.png"  xlink:type="simple"/></disp-formula><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x39.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56794-formula1277"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x40.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56794-formula1278"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x41.png"  xlink:type="simple"/></disp-formula><sec id="s2_1"><title>2.1. Minimal Annihilating Polynomial of Permutation Matrices</title><p>The minimal annihilating polynomial of a permutation matrix can be deduced from the permutation to which the matrix is associated. In the case where the permutation considered is the identity <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x42.png" xlink:type="simple"/></inline-formula> it is obvious that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x43.png" xlink:type="simple"/></inline-formula>.</p><p>In the non-trivial cases, the minimal annihilating polynomial can be determined by the decomposition of the permutation in disjoint cycles. This Section is devoted to prove this.</p><p>Lemma 1. Lep<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x44.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x45.png" xlink:type="simple"/></inline-formula>be two permutation matrices associated to two permutations<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x46.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x47.png" xlink:type="simple"/></inline-formula>with the same cycle type (conjugate in the symmetric group). Then the minimal annihilating polynomials <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x48.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x49.png" xlink:type="simple"/></inline-formula> coincide.</p><p>Theorem 1. Let P be a permutation matrix associated to a permutation with cycle type <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x50.png" xlink:type="simple"/></inline-formula>. That is to say, let us assume that P is the permutation matrix associated to a permutation which is disjoint product of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x51.png" xlink:type="simple"/></inline-formula> 1-cycles, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x52.png" xlink:type="simple"/></inline-formula>2-cycles, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x53.png" xlink:type="simple"/></inline-formula>3-cycles, &#215;&#215;&#215;, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x54.png" xlink:type="simple"/></inline-formula> r- cycles<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x55.png" xlink:type="simple"/></inline-formula>. Then</p><disp-formula id="scirp.56794-formula1279"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x56.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x57.png" xlink:type="simple"/></inline-formula> if <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x58.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x59.png" xlink:type="simple"/></inline-formula> if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x60.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x61.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Taking into account that any permutation is written as a product of disjoint cycles, we can deduce that the minimal annihilating polynomials for each of the matrices associated to these disjoint cycles. It is straightforward to check that the permutation matrix associated to a k-cycle is annihilated by the polynomial</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x62.png" xlink:type="simple"/></inline-formula>and thus the statement follows.</p><p>Example 2. We list below the minimal annihilating polynomial of the permutation matrices associated to the permutations in the cases where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x63.png" xlink:type="simple"/></inline-formula>. It is obvious that it depends only on the cycle-type of the cycle associated to the permutation matrix.</p><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x64.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56794-formula1280"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x65.png"  xlink:type="simple"/></disp-formula><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x66.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56794-formula1281"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x67.png"  xlink:type="simple"/></disp-formula><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x68.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56794-formula1282"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x69.png"  xlink:type="simple"/></disp-formula></sec><sec id="s2_2"><title>2.2. Eigenvectors of Permutation Matrices</title><p>We will determine the set of eigenvectors of a permutation matrix from the decomposition of the permutation associated to it, in disjoint cycles. The proofs (not included) are based on straightforward computations.</p><p>Theorem 2. Let P be a permutation matrix associated to a permutation which is a disjoint product of cycles. Let us assume that one of them, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x70.png" xlink:type="simple"/></inline-formula>has length k, and let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x71.png" xlink:type="simple"/></inline-formula> be an eigenvalue of p, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x72.png" xlink:type="simple"/></inline-formula>an kth-root of unity. Then the vector having in positions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x73.png" xlink:type="simple"/></inline-formula> as coefficients <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x74.png" xlink:type="simple"/></inline-formula> is an eigenvector of P.</p><p>Illustrative examples</p><p>We will consider the case where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x75.png" xlink:type="simple"/></inline-formula> in all the examples. Other cases can be handled analogously.</p><p>1. Let us consider the 2-cycle <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula> and the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x77.png" xlink:type="simple"/></inline-formula>-matrix associated to it. Then the eigenvector for the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x78.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x79.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x80.png" xlink:type="simple"/></inline-formula>. Since the roots of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x81.png" xlink:type="simple"/></inline-formula> are 1 and 4, there are two linearly independent eigenvectors: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x82.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x83.png" xlink:type="simple"/></inline-formula>.</p><p>2. If the permutation <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x84.png" xlink:type="simple"/></inline-formula>-matrix is associated to the 2-cycle<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x85.png" xlink:type="simple"/></inline-formula>, the eigenvector corresponding to the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x86.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x87.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x88.png" xlink:type="simple"/></inline-formula>. The equation <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x89.png" xlink:type="simple"/></inline-formula> has only one root, 1, and therefore there is an unique eigenvector is:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x90.png" xlink:type="simple"/></inline-formula>.</p><p>If we consider the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x91.png" xlink:type="simple"/></inline-formula>-permutation matrix is associated to the 2-cycle<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x92.png" xlink:type="simple"/></inline-formula>, there is also an unique eigenvector:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x93.png" xlink:type="simple"/></inline-formula>.</p><p>3. Let us consider now the case of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x94.png" xlink:type="simple"/></inline-formula>-permutation matrices associated to 4-cycles. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x95.png" xlink:type="simple"/></inline-formula> be a 4th-root of unity (there are four 4th-roots of unity:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x96.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x97.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x98.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x99.png" xlink:type="simple"/></inline-formula>).</p><p>i) If the 4-cycle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x100.png" xlink:type="simple"/></inline-formula>, the eigenvector corresponding to the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x101.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x101.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x102.png" xlink:type="simple"/></inline-formula>. That is to say, there are four linearly independent eigenvectors:</p><disp-formula id="scirp.56794-formula1283"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x103.png"  xlink:type="simple"/></disp-formula><p>ii) If the 4-cycle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x104.png" xlink:type="simple"/></inline-formula>, the eigenvector corresponding to the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x105.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x106.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x107.png" xlink:type="simple"/></inline-formula>. That is to say, there are four linearly independent eigenvectors:</p><disp-formula id="scirp.56794-formula1284"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x108.png"  xlink:type="simple"/></disp-formula><p>iii) If the 4-cycle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x109.png" xlink:type="simple"/></inline-formula>, the eigenvector corresponding to the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x110.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x111.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x112.png" xlink:type="simple"/></inline-formula>. That is to say, there are four linearly independent eigenvectors:</p><disp-formula id="scirp.56794-formula1285"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x113.png"  xlink:type="simple"/></disp-formula><p>iv) If the 4-cycle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x114.png" xlink:type="simple"/></inline-formula>, the eigenvector corresponding to the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x115.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x116.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x117.png" xlink:type="simple"/></inline-formula>. That is to say, there are four linearly independent eigenvectors:</p><disp-formula id="scirp.56794-formula1286"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x118.png"  xlink:type="simple"/></disp-formula><p>v) If the 4-cycle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x119.png" xlink:type="simple"/></inline-formula>, the eigenvector corresponding to the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x120.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x121.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x122.png" xlink:type="simple"/></inline-formula>. That is to say, there are four linearly independent eigenvectors:</p><disp-formula id="scirp.56794-formula1287"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x123.png"  xlink:type="simple"/></disp-formula><p>vi) If the 4-cycle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x124.png" xlink:type="simple"/></inline-formula>, the eigenvector corresponding to the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x125.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x126.png" xlink:type="simple"/></inline-formula>, is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x127.png" xlink:type="simple"/></inline-formula>. That is to say, there are four linearly independent eigenvectors:</p><disp-formula id="scirp.56794-formula1288"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x128.png"  xlink:type="simple"/></disp-formula><p>4. Let us consider the permutation matrix associated to a cycle of type 2 + 2 + 4 + 8. Then the minimal annihilating polynomial is:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x129.png" xlink:type="simple"/></inline-formula>. The eigenvalues in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x130.png" xlink:type="simple"/></inline-formula> are:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x131.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x132.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x133.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x134.png" xlink:type="simple"/></inline-formula>, being the algebraic multiplicities 4,4,2,2, respectively.</p><p>Let us assume, for example, that the 2-cycles are: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x135.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x136.png" xlink:type="simple"/></inline-formula>, the 4-cycle is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x137.png" xlink:type="simple"/></inline-formula> and the 8-cycle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/2-5300864x138.png" xlink:type="simple"/></inline-formula>. Then the following linearly independent eigenvectors are obtained.</p><disp-formula id="scirp.56794-formula1289"><graphic  xlink:href="http://html.scirp.org/file/2-5300864x139.png"  xlink:type="simple"/></disp-formula></sec></sec><sec id="s3"><title>3. Conclusion</title><p>We have found an easy way to write the minimal annihilating polynomial eigenvectors of a permutation matrix relating the permutation of its rows with its disjoint cycle decomposition. The results here can be generalized to monomial matrices, for example.</p></sec></body><back><ref-list><title>References</title><ref id="scirp.56794-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Fossorier, M.P.C. (2004) Quasi-Cyclic Low-Density Parity-Check Codes from Circulant Permutation Matrices. IEEE Transactions on Information Theory, 50, 1788-1793.  
http://dx.doi.org/10.1109/TIT.2004.831841</mixed-citation></ref><ref id="scirp.56794-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Marshall, A.W., Olkin, I. and Arnold, B.C. (2011) Doubly Stochastic Matrices. Inequalities: Theory of Majorization and Its Applications. Springer, New York.  
http://dx.doi.org/10.1007/978-0-387-68276-1</mixed-citation></ref><ref id="scirp.56794-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">Hamblya, B.M., Keevashc, P., O’Connella, N. and Starka, D. (2000) The Characteristic Polynomial of a Random Permutation Matrix. Stochastic Processes and Their Applications, 90, 335-346. http://dx.doi.org/10.1016/S0304-4149(00)00046-6</mixed-citation></ref><ref id="scirp.56794-ref4"><label>4</label><mixed-citation publication-type="other" xlink:type="simple">Skiena, S. (1990) The Cycle Structure of Permutations 1.2.4. In: Implementing Discrete Mathematics: Combinatorics and Graph Theory with Mathematica, Addison-Wesley, Reading, 20-24.</mixed-citation></ref><ref id="scirp.56794-ref5"><label>5</label><mixed-citation publication-type="other" xlink:type="simple">Fripertinger, H. (2011) The Number of Invariant Subspaces under a Linear Operator on Finite Vector Spaces. Advances in Mathematics of Communications, 2, 407-416.  
http://dx.doi.org/10.3934/amc.2011.5.407</mixed-citation></ref></ref-list></back></article>