<?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.2015.56053</article-id><article-id pub-id-type="publisher-id">OJS-60254</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>
 
 
  On a Characterization of Zero-Inflated Negative Binomial Distribution
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>.</surname><given-names>Suresh</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>G.</surname><given-names>Nanjundan</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>S.</surname><given-names>Nagesh</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>Sadiq</surname><given-names>Pasha</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Department of Statistics, Karnatak University, Dharwad, India</addr-line></aff><aff id="aff2"><addr-line>Department of Statistics, Bangalore University, Bangalore, India</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>sureshramaiah@gmail.com(.S)</email>;<email>nanzundan@gmail.com(GN)</email>;<email>nageshstatistics@gmail.com(SN)</email>;<email>sadiqiz1991@gmail.com(SP)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>13</day><month>10</month><year>2015</year></pub-date><volume>05</volume><issue>06</issue><fpage>511</fpage><lpage>513</lpage><history><date date-type="received"><day>23</day>	<month>August</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>9</month>	<year>October</year>	</date><date date-type="accepted"><day>13</day>	<month>October</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>
 
 
   Zero-inflated negative binomial distribution is characterized in this paper through a linear differential equation satisfied by its probability generating function. 
 
</p></abstract><kwd-group><kwd>Zero-Inflated Negative Binomial Distribution</kwd><kwd> Probability Distribution</kwd><kwd> Probability Generating Function</kwd><kwd> Linear Differential Equation</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Zero-inflated discrete distributions have paved ways for a wide variety of applications, especially count re- gression models. Nanjundan [<xref ref-type="bibr" rid="scirp.60254-ref1">1</xref>] has characterized a subfamily of power series distributions whose probability generating function (pgf) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x5.png" xlink:type="simple"/></inline-formula>satisfies the differential equation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x6.png" xlink:type="simple"/></inline-formula>, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x7.png" xlink:type="simple"/></inline-formula> is the first derivative of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x8.png" xlink:type="simple"/></inline-formula>. This subfamily includes binomial, Poisson, and negative binomial distributions. Also, Nanjundan and Sadiq Pasha [<xref ref-type="bibr" rid="scirp.60254-ref2">2</xref>] have characterized zero-inflated Poisson distribution through a differential equation. In the similar way, Nagesh et al. [<xref ref-type="bibr" rid="scirp.60254-ref3">3</xref>] have characterized zero-inflated geometric distribution. Along the same lines, zero-inflated negative binomial distribution is characterized in this paper via a differential equation satisfied by its pgf.</p><p>A random variable X is said to have a zero-inflated negative binomial distribution, if its probability mass function is given by</p><disp-formula id="scirp.60254-formula362"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-1240561x9.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x10.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x11.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x12.png" xlink:type="simple"/></inline-formula>, and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x13.png" xlink:type="simple"/></inline-formula>.</p><p>The probability generating function of X is given by</p><disp-formula id="scirp.60254-formula363"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-1240561x14.png"  xlink:type="simple"/></disp-formula><p>Hence the first derivative of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x15.png" xlink:type="simple"/></inline-formula> is given by</p><disp-formula id="scirp.60254-formula364"><graphic  xlink:href="http://html.scirp.org/file/4-1240561x16.png"  xlink:type="simple"/></disp-formula></sec><sec id="s2"><title>2. Characterization</title><p>The following theorem characterizes the zero-inflated negative binomial distribution.</p><p>Theorem 1 Let X be a non-negative integer valued random variable with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x17.png" xlink:type="simple"/></inline-formula>. Then X has a zero-inflated negative binomial distribution if and only if its pgf <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x18.png" xlink:type="simple"/></inline-formula> satisfies</p><disp-formula id="scirp.60254-formula365"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-1240561x19.png"  xlink:type="simple"/></disp-formula><p>where a, b, c are constants.</p><p>Proof. 1) Suppose that X has zero-inflated negative binomial distribution with the probability mass function specified in (1). Then its pgf can be expressed as</p><disp-formula id="scirp.60254-formula366"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-1240561x20.png"  xlink:type="simple"/></disp-formula><p>Hence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x21.png" xlink:type="simple"/></inline-formula> in (4) satisfies (3) with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x22.png" xlink:type="simple"/></inline-formula>.</p><p>2) Suppose that the pgf of x satisfies the linear differential equation in (3).</p><p>Writing the Equation (3) as</p><disp-formula id="scirp.60254-formula367"><graphic  xlink:href="http://html.scirp.org/file/4-1240561x23.png"  xlink:type="simple"/></disp-formula><p>we get</p><disp-formula id="scirp.60254-formula368"><graphic  xlink:href="http://html.scirp.org/file/4-1240561x24.png"  xlink:type="simple"/></disp-formula><p>On integrating both sides w.r.t. x, we get</p><disp-formula id="scirp.60254-formula369"><graphic  xlink:href="http://html.scirp.org/file/4-1240561x25.png"  xlink:type="simple"/></disp-formula><p>That is</p><disp-formula id="scirp.60254-formula370"><graphic  xlink:href="http://html.scirp.org/file/4-1240561x26.png"  xlink:type="simple"/></disp-formula><p>The solution of the differential equation in (3) becomes</p><disp-formula id="scirp.60254-formula371"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-1240561x27.png"  xlink:type="simple"/></disp-formula><p>If either b or c or both are equal to zero, then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x28.png" xlink:type="simple"/></inline-formula> and hence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x29.png" xlink:type="simple"/></inline-formula> has no meaning. Thus, both b and c</p><p>are non-zero. Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x30.png" xlink:type="simple"/></inline-formula> is a pgf, it is a power series of the type<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x31.png" xlink:type="simple"/></inline-formula>. When either <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x32.png" xlink:type="simple"/></inline-formula> or</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x33.png" xlink:type="simple"/></inline-formula>is not a negative integer, the expansion of the factor <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x34.png" xlink:type="simple"/></inline-formula> on the right hand side of (5) will have</p><p>negative coefficients, which is not permissible because <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x35.png" xlink:type="simple"/></inline-formula> is a pgf. Hence the equation in (5) can be written as</p><disp-formula id="scirp.60254-formula372"><graphic  xlink:href="http://html.scirp.org/file/4-1240561x36.png"  xlink:type="simple"/></disp-formula><p>where n is a positive integer. Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x37.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x38.png" xlink:type="simple"/></inline-formula>.</p><p>Therefore</p><disp-formula id="scirp.60254-formula373"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-1240561x39.png"  xlink:type="simple"/></disp-formula><p>Hence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x40.png" xlink:type="simple"/></inline-formula> in (6) satisfies (2) with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x41.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x42.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x43.png" xlink:type="simple"/></inline-formula>, and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x44.png" xlink:type="simple"/></inline-formula>.</p><p>This completes the proof of the theorem.</p><disp-formula id="scirp.60254-formula374"><graphic  xlink:href="http://html.scirp.org/file/4-1240561x45.png"  xlink:type="simple"/></disp-formula><p>Also, it can be noted that when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-1240561x46.png" xlink:type="simple"/></inline-formula>, the negative binomial distribution reduces to geometric distri- bution and the Theorem 1 in Section 2 concurs with the characterization result of Nagesh et al. [<xref ref-type="bibr" rid="scirp.60254-ref3">3</xref>] .</p></sec><sec id="s3"><title>Cite this paper</title><p>R.Suresh,G.Nanjundan,S.Nagesh,SadiqPasha, (2015) On a Characterization of Zero-Inflated Negative Binomial Distribution. Open Journal of Statistics,05,511-513. doi: 10.4236/ojs.2015.56053</p></sec></body><back><ref-list><title>References</title><ref id="scirp.60254-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Nanjundan, G. (2011) A Characterization of the Members of a Subfamily of Power Series Distributions. Applied Mathematics, 2, 750-751.&lt;/br&gt;http://dx.doi.org/10.4236/am.2011.26099</mixed-citation></ref><ref id="scirp.60254-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Nanjundan, G. and Pasha, S. (2015) A Note on the characterization of Zero-Inflated Poisson Distribution. Open Journal of Statistics, 5, 140-142.&lt;/br&gt;http://dx.doi.org/10.4236/ojs.2015.52017</mixed-citation></ref><ref id="scirp.60254-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">Nagesh, S., Nanjundan, G., Suresh, R. and Pasha, S. (2015) A Characterization of Zero-Inflated Geometric Model. International Journal of Mathematics Trends and Technology, 23, 71-73. &lt;/br&gt;http://dx.doi.org/10.14445/22315373/IJMTT-V23P510</mixed-citation></ref></ref-list></back></article>