<?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">OJS</journal-id><journal-title-group><journal-title>Open Journal of Statistics</journal-title></journal-title-group><issn pub-type="epub">2161-718X</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ojs.2016.63033</article-id><article-id pub-id-type="publisher-id">OJS-67195</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>
 
 
  Decomposition of Point-Symmetry Using Ordinal Quasi Point-Symmetry for Ordinal Multi-Way Tables
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yusuke</surname><given-names>Saigusa</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kouji</surname><given-names>Tahata</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sadao</surname><given-names>Tomizawa</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Department of Information Sciences, Tokyo University of Science, Chiba, Japan</addr-line></aff><pub-date pub-type="epub"><day>08</day><month>06</month><year>2016</year></pub-date><volume>06</volume><issue>03</issue><fpage>381</fpage><lpage>386</lpage><history><date date-type="received"><day>12</day>	<month>April</month>	<year>2016</year></date><date date-type="rev-recd"><day>accepted</day>	<month>5</month>	<year>June</year>	</date><date date-type="accepted"><day>8</day>	<month>June</month>	<year>2016</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>
 
 
  For multi-way tables with ordered categories, the present paper gives a decomposition of the point-symmetry model into the ordinal quasi point-symmetry and equality of point-symmetric marginal moments. The ordinal quasi point-symmetry model indicates asymmetry for cell probabilities with respect to the center point in the table.
 
</p></abstract><kwd-group><kwd>Decomposition</kwd><kwd> Multi-Way Table</kwd><kwd> Ordinal Quasi Point-Symmetry</kwd><kwd> Point-Symmetry</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Consider an <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x6.png" xlink:type="simple"/></inline-formula> table with ordered categories. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x7.png" xlink:type="simple"/></inline-formula> for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x8.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x9.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x10.png" xlink:type="simple"/></inline-formula>, and let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x11.png" xlink:type="simple"/></inline-formula> denote the probability that an observation will fall in ith cell of the table. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x12.png" xlink:type="simple"/></inline-formula> denote the kth variable of the table for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x13.png" xlink:type="simple"/></inline-formula>. Denote the hth-order (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x14.png" xlink:type="simple"/></inline-formula>) marginal probability</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x15.png" xlink:type="simple"/></inline-formula>by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x16.png" xlink:type="simple"/></inline-formula> with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x17.png" xlink:type="simple"/></inline-formula>.</p><p>In the case of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x18.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x19.png" xlink:type="simple"/></inline-formula>, the symmetry (S<sup>T</sup>) model is defined by</p><disp-formula id="scirp.67195-formula1"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x20.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x21.png" xlink:type="simple"/></inline-formula> for any permutation <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x22.png" xlink:type="simple"/></inline-formula> of i (Bhapkar and Darroch, [<xref ref-type="bibr" rid="scirp.67195-ref1">1</xref>] ; Agresti, [<xref ref-type="bibr" rid="scirp.67195-ref2">2</xref>] , p. 439). We may also refer to this model as the permutation-symmetry model.</p><p>The hth-order marginal symmetry (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x23.png" xlink:type="simple"/></inline-formula>) model is defined by, for a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x24.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula2"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x25.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x26.png" xlink:type="simple"/></inline-formula> is any permutation of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x27.png" xlink:type="simple"/></inline-formula>, and for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x28.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x29.png" xlink:type="simple"/></inline-formula> (Bhapkar and Darroch, [<xref ref-type="bibr" rid="scirp.67195-ref1">1</xref>] ). The hth-order quasi symmetry (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x30.png" xlink:type="simple"/></inline-formula>) model is defined by, for a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x31.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula3"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x32.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x33.png" xlink:type="simple"/></inline-formula> for any permutation j of i (Bhapkar and Darroch, [<xref ref-type="bibr" rid="scirp.67195-ref1">1</xref>] ). Bhapkar and Darroch [<xref ref-type="bibr" rid="scirp.67195-ref1">1</xref>] gave the theorem that:</p><p>1) For the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x34.png" xlink:type="simple"/></inline-formula> table and a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x35.png" xlink:type="simple"/></inline-formula>), the S<sup>T</sup> model holds if and only if both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x36.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x37.png" xlink:type="simple"/></inline-formula> models hold.</p><p>Tahata, Yamamoto and Tomizawa [<xref ref-type="bibr" rid="scirp.67195-ref3">3</xref>] considered the hth-linear ordinal quasi symmetry (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x38.png" xlink:type="simple"/></inline-formula>) model, which was defined by, for a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x39.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula4"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x40.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x41.png" xlink:type="simple"/></inline-formula> for any permutation j of i. This model is a special case of the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x42.png" xlink:type="simple"/></inline-formula> model. The <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x43.png" xlink:type="simple"/></inline-formula> model is the ordinal quasi symmetry model when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x44.png" xlink:type="simple"/></inline-formula> (Agresti, [<xref ref-type="bibr" rid="scirp.67195-ref4">4</xref>] , p. 244). Tahata et al. [<xref ref-type="bibr" rid="scirp.67195-ref3">3</xref>] also considered the hth-order marginal moment equality (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x45.png" xlink:type="simple"/></inline-formula>) model, which was expressed as, for a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x46.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula5"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x47.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x48.png" xlink:type="simple"/></inline-formula> for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x49.png" xlink:type="simple"/></inline-formula>. Tahata et al. [<xref ref-type="bibr" rid="scirp.67195-ref3">3</xref>] obtained the theorem that:</p><p>2) For the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x50.png" xlink:type="simple"/></inline-formula> table and a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x51.png" xlink:type="simple"/></inline-formula>), the S<sup>T</sup> model holds if and only if both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x52.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x53.png" xlink:type="simple"/></inline-formula> models hold.</p><p>Various decompositions of the symmetry model are given by several statisticians, e.g. Caussinus [<xref ref-type="bibr" rid="scirp.67195-ref5">5</xref>] , Bishop, Fienberg and Holland ( [<xref ref-type="bibr" rid="scirp.67195-ref6">6</xref>] , Ch.8), Read [<xref ref-type="bibr" rid="scirp.67195-ref7">7</xref>] , Kateri and Papaioannou [<xref ref-type="bibr" rid="scirp.67195-ref8">8</xref>] , and Tahata and Tomizawa [<xref ref-type="bibr" rid="scirp.67195-ref9">9</xref>] .</p><p>For the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x54.png" xlink:type="simple"/></inline-formula> table, the point-symmetry (P<sup>T</sup>) model is defined by</p><disp-formula id="scirp.67195-formula6"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x55.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x56.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x57.png" xlink:type="simple"/></inline-formula> with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x58.png" xlink:type="simple"/></inline-formula> for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x59.png" xlink:type="simple"/></inline-formula> (Wall and Lienert, [<xref ref-type="bibr" rid="scirp.67195-ref10">10</xref>] ; Tomizawa, [<xref ref-type="bibr" rid="scirp.67195-ref11">11</xref>] ). This model indicates the point-symmetry of cell probabilities with respect to the center point of multi-way table.</p><p>For the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x60.png" xlink:type="simple"/></inline-formula> table, Tahata and Tomizawa [<xref ref-type="bibr" rid="scirp.67195-ref12">12</xref>] considered the hth-order marginal point-symmetry (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x61.png" xlink:type="simple"/></inline-formula>) model defined by, for a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x62.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula7"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x63.png"  xlink:type="simple"/></disp-formula><p>Tahata and Tomizawa [<xref ref-type="bibr" rid="scirp.67195-ref12">12</xref>] also considered the hth-order quasi point-symmetry (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x64.png" xlink:type="simple"/></inline-formula>) model defined by, for a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x65.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula8"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x66.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x67.png" xlink:type="simple"/></inline-formula>. Tahata and Tomizawa [<xref ref-type="bibr" rid="scirp.67195-ref12">12</xref>] gave the theorem that:</p><p>3) For the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x68.png" xlink:type="simple"/></inline-formula> table and a fixed h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x69.png" xlink:type="simple"/></inline-formula>), the P<sup>T</sup> model holds if and only if both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x70.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x71.png" xlink:type="simple"/></inline-formula> models hold.</p><p>Theorem 3) is Theorem 1) with structures in terms of permutation-symmetry, i.e. the S<sup>T</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x72.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x73.png" xlink:type="simple"/></inline-formula> models, replaced by structures in terms of point-symmetry, i.e. the P<sup>T</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x74.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x75.png" xlink:type="simple"/></inline-formula> models. However, a theorem in terms of point-symmetry corresponding to Theorem 2) is not obtained yet. So we are now interested in the decomposition of the P<sup>T</sup> model.</p><p>In the present paper, Section 2 proposes three models. Section 3 gives a new decomposition of the P<sup>T</sup> model. Section 4 provides the concluding remarks.</p></sec><sec id="s2"><title>2. Models</title><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x76.png" xlink:type="simple"/></inline-formula>, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x77.png" xlink:type="simple"/></inline-formula> denotes the largest integer less than or equal to x.</p><p>Consider the model defined by, for a fixed odd number h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x78.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula9"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x79.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.67195-formula10"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x80.png"  xlink:type="simple"/></disp-formula><p>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x81.png" xlink:type="simple"/></inline-formula> for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x82.png" xlink:type="simple"/></inline-formula>. We shall refer to this model as the hth-order marginal moment point-symmetry (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x83.png" xlink:type="simple"/></inline-formula>) model. Note that if the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x84.png" xlink:type="simple"/></inline-formula> model holds then the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x85.png" xlink:type="simple"/></inline-formula> model holds. Under the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x86.png" xlink:type="simple"/></inline-formula> model, we see, for any k (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x87.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula11"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x88.png"  xlink:type="simple"/></disp-formula><p>Then we obtain, for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x89.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x90.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x91.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula12"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x92.png"  xlink:type="simple"/></disp-formula><p>Under the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x93.png" xlink:type="simple"/></inline-formula> model, we see, for any<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x94.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x95.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x96.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x97.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula13"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x98.png"  xlink:type="simple"/></disp-formula><p>Then we obtain, for any<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x99.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x100.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x101.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x101.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x102.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x101.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x102.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x103.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula14"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x104.png"  xlink:type="simple"/></disp-formula><p>Thus we are not interested in the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x105.png" xlink:type="simple"/></inline-formula> model with h being even. Therefore we shall consider the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x106.png" xlink:type="simple"/></inline-formula> model with h being odd.</p><p>Consider the model defined by</p><disp-formula id="scirp.67195-formula15"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x107.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x108.png" xlink:type="simple"/></inline-formula>. We shall refer to this model as the ordinal quasi point-symmetry (OQP<sup>T</sup>) model. In the case of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x109.png" xlink:type="simple"/></inline-formula>, this model is identical to the model proposed by Tahata and Tomizawa [<xref ref-type="bibr" rid="scirp.67195-ref13">13</xref>] . The special case of the OQP<sup>T</sup> model obtained by putting <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x110.png" xlink:type="simple"/></inline-formula> is the P<sup>T</sup> model. Also the OQP<sup>T</sup> model is the special case of the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x111.png" xlink:type="simple"/></inline-formula> model obtained by putting<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x112.png" xlink:type="simple"/></inline-formula>. The OQP<sup>T</sup> model may be expressed as</p><disp-formula id="scirp.67195-formula16"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x113.png"  xlink:type="simple"/></disp-formula><p>with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x114.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x115.png" xlink:type="simple"/></inline-formula>. From this equation, we can see the log-odds that an ob- servation falls in ith cell instead of in the point-symmetric i<sup>*</sup>th cell, i.e.<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x116.png" xlink:type="simple"/></inline-formula>, is described as a linear combination with intercept <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x117.png" xlink:type="simple"/></inline-formula> and slope <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x118.png" xlink:type="simple"/></inline-formula> for the category indicator <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x119.png" xlink:type="simple"/></inline-formula> under the OQP<sup>T</sup> model. Thus the parameter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x120.png" xlink:type="simple"/></inline-formula> can be interpreted as the effect of a unit increase in the kth variable on the log-odds.</p><p>Consider the model being more general than the OQP<sup>T</sup> model as follows, for a fixed odd number h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x121.png" xlink:type="simple"/></inline-formula>),</p><disp-formula id="scirp.67195-formula17"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x122.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula>. We shall refer to this model as the hth-linear ordinal quasi point-symmetry (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x124.png" xlink:type="simple"/></inline-formula>) model. Especially, when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x125.png" xlink:type="simple"/></inline-formula>, the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x126.png" xlink:type="simple"/></inline-formula> model is identical to the OQP<sup>T</sup> model. Also the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x127.png" xlink:type="simple"/></inline-formula> model is the special case of the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x128.png" xlink:type="simple"/></inline-formula> model obtained by putting<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x129.png" xlink:type="simple"/></inline-formula>, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x130.png" xlink:type="simple"/></inline-formula></p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x131.png" xlink:type="simple"/></inline-formula>.</p><p><xref ref-type="fig" rid="fig1">Figure 1</xref> shows the relationships among models.</p></sec><sec id="s3"><title>3. Decomposition of Point-Symmetry</title><p>We obtain the following theorem:</p><p>Theorem 1. For the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x132.png" xlink:type="simple"/></inline-formula> table and a fixed odd number h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x133.png" xlink:type="simple"/></inline-formula>), the P<sup>T</sup> model holds if and only if both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x134.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x135.png" xlink:type="simple"/></inline-formula> models hold.</p><p>Proof. If the P<sup>T</sup> model holds, then both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x137.png" xlink:type="simple"/></inline-formula> models hold. Assuming that both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x138.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x139.png" xlink:type="simple"/></inline-formula> models hold, then we shall show the P<sup>T</sup> model holds. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x140.png" xlink:type="simple"/></inline-formula> denote cell pro- babilities which satisfy both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x141.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x142.png" xlink:type="simple"/></inline-formula> models. The <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x143.png" xlink:type="simple"/></inline-formula> model is expressed as</p><disp-formula id="scirp.67195-formula18"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x144.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x145.png" xlink:type="simple"/></inline-formula>. Let</p><disp-formula id="scirp.67195-formula19"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x146.png"  xlink:type="simple"/></disp-formula><p>Note that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x147.png" xlink:type="simple"/></inline-formula> satisfy<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x148.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x149.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x150.png" xlink:type="simple"/></inline-formula>. Then the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x151.png" xlink:type="simple"/></inline-formula> model is also ex-pressed as</p><disp-formula id="scirp.67195-formula20"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-1240688x152.png"  xlink:type="simple"/></disp-formula><p></p><fig-group id="fig1"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> Relationships among various models. Note: “<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x154.png" xlink:type="simple"/></inline-formula>” indicates that model <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x154.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x155.png" xlink:type="simple"/></inline-formula> implies model<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x154.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x156.png" xlink:type="simple"/></inline-formula>.</title></caption><fig id ="fig1_1"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-1240688x153.png"/></fig></fig-group><p>The <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x157.png" xlink:type="simple"/></inline-formula> model is expressed as</p><disp-formula id="scirp.67195-formula21"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-1240688x158.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.67195-formula22"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x159.png"  xlink:type="simple"/></disp-formula><p>Then we denote <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x160.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x161.png" xlink:type="simple"/></inline-formula>) by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x162.png" xlink:type="simple"/></inline-formula>.</p><p>Consider arbitrary cell probabilities <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x163.png" xlink:type="simple"/></inline-formula> which satisfy the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x164.png" xlink:type="simple"/></inline-formula> model and</p><disp-formula id="scirp.67195-formula23"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-1240688x165.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.67195-formula24"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x166.png"  xlink:type="simple"/></disp-formula><p>From (1), (2) and (3),</p><disp-formula id="scirp.67195-formula25"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-1240688x167.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x168.png" xlink:type="simple"/></inline-formula> denote the Kullback-Leibler information, e.g., it between q and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x168.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x169.png" xlink:type="simple"/></inline-formula> is</p><disp-formula id="scirp.67195-formula26"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x170.png"  xlink:type="simple"/></disp-formula><p>From (4),</p><disp-formula id="scirp.67195-formula27"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x171.png"  xlink:type="simple"/></disp-formula><p>Thus, for fixed<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x172.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.67195-formula28"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x173.png"  xlink:type="simple"/></disp-formula><p>and then q uniquely minimize <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x174.png" xlink:type="simple"/></inline-formula> (see Darroch and Ratcliff, [<xref ref-type="bibr" rid="scirp.67195-ref14">14</xref>] ).</p><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x175.png" xlink:type="simple"/></inline-formula>. Then, in a similar way as described above, we obtain</p><disp-formula id="scirp.67195-formula29"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x176.png"  xlink:type="simple"/></disp-formula><p>and then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x177.png" xlink:type="simple"/></inline-formula> uniquely minimize<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x178.png" xlink:type="simple"/></inline-formula>, hence<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x178.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x179.png" xlink:type="simple"/></inline-formula>. Namely q satisfy the P<sup>T</sup> model. The proof is completed.</p><p>For the analysis of data, the test of goodness-of-fit of the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x180.png" xlink:type="simple"/></inline-formula> model is achieved based on, e.g., the likelihood ratio chi-square statistic which has a chi-square distribution with the number of degrees of freedom</p><disp-formula id="scirp.67195-formula30"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x181.png"  xlink:type="simple"/></disp-formula><p>Also the number of degrees of freedom for the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x182.png" xlink:type="simple"/></inline-formula> model is</p><disp-formula id="scirp.67195-formula31"><graphic  xlink:href="http://html.scirp.org/file/1-1240688x183.png"  xlink:type="simple"/></disp-formula><p>We point out that, for a fixed h, the number of degrees of freedom for the P<sup>T</sup> model is equal to sum of those for the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x184.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x184.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x185.png" xlink:type="simple"/></inline-formula> models.</p></sec><sec id="s4"><title>4. Concluding Remarks</title><p>For multi-way contingency tables, we have proposed the<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x186.png" xlink:type="simple"/></inline-formula>, OQP<sup>T</sup> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x187.png" xlink:type="simple"/></inline-formula> models. Under the OQP<sup>T</sup> model, the log-odds that an observation falls in a cell instead of in its point-symmetric cell is described as a linear combination of category indicators. For a fixed odd number h (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x188.png" xlink:type="simple"/></inline-formula>), the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x189.png" xlink:type="simple"/></inline-formula> model implies the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x190.png" xlink:type="simple"/></inline-formula> model.</p><p>We have gave the theorem that the P<sup>T</sup> model holds if and only if both the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x191.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-1240688x192.png" xlink:type="simple"/></inline-formula> models. For the analysis of data, the decomposition given in the present paper may be useful for determining the reason when the P<sup>T</sup> model fits data poorly.</p></sec><sec id="s5"><title>Acknowledgements</title><p>The authors thank the editor and the referees for their helpful comments.</p></sec><sec id="s6"><title>Cite this paper</title><p>Yusuke Saigusa,Kouji Tahata,Sadao Tomizawa, (2016) Decomposition of Point-Symmetry Using Ordinal Quasi Point-Symmetry for Ordinal Multi-Way Tables. Open Journal of Statistics,06,381-386. doi: 10.4236/ojs.2016.63033</p></sec></body><back><ref-list><title>References</title><ref id="scirp.67195-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Bhapkar, V.P. and Darroch, J.N. (1990) Marginal Symmetry and Quasi Symmetry of General Order. 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