<?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">JMF</journal-id><journal-title-group><journal-title>Journal of Mathematical Finance</journal-title></journal-title-group><issn pub-type="epub">2162-2434</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jmf.2016.63033</article-id><article-id pub-id-type="publisher-id">JMF-70110</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Business&amp;Economics</subject><subject> Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  Pricing Loan CDS with Vasicek Interest Rate under the Contagious Model
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yinglin</surname><given-names>Liu</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>Ruili</surname><given-names>Hao</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>Zuhua</surname><given-names>Wang</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib></contrib-group><aff id="aff2"><addr-line>Department of Financial Mathematics, Shanghai Finance University, Shanghai, China</addr-line></aff><aff id="aff1"><addr-line>Faculty of Business and Economics, Macquarie University, Sydney, Australia</addr-line></aff><aff id="aff3"><addr-line>School of Mathematics, Shanghai University of Finance and Economics, Shanghai, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>haoruili13@163.com(RH)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>02</day><month>08</month><year>2016</year></pub-date><volume>06</volume><issue>03</issue><fpage>416</fpage><lpage>430</lpage><history><date date-type="received"><day>20</day>	<month>May</month>	<year>2016</year></date><date date-type="rev-recd"><day>accepted</day>	<month>23</month>	<year>August</year>	</date><date date-type="accepted"><day>26</day>	<month>August</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>
 
 
  This paper mainly studies the pricing of credit default swap with the loan as the reference asset under the primary-secondary model. In the contract of credit default swap (CDS), we consider that the defaults of the counterparties are correlated with the stochastic interest rate following Vasicek model or the default state of the reference firm. We assume that the company’s default is independent with the company’s prepayment and obtain the pricing formulas of the loan and loan CDS.
 
</p></abstract><kwd-group><kwd>Loan CDS</kwd><kwd> Contagious Risk</kwd><kwd> Vasicek Interest Rate</kwd><kwd> Primary-Secondary Framework</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Since the end of the twentieth century, the derivatives market has developed rapidly and become one of the most important financial innovations in the internationally financial market. It has also become a new tool of managing credit risk after the loan transaction and the asset securitization. Credit default swap (CDS) is one of the most important derivatives to manage credit risk in the financial market.</p><p>Because it is easy to implement standardization, the credit default swap market has the rapid expansion. However, some concealed contradictions exposed gradually, such as the United States subprime crisis and the European sovereign debt crisis. They make people realize that credit derivatives bring the convenience and contain huge risk at the same time, especially contagious risk. Therefore, the pricing problem of credit default swap became a hot research topic in recent years.</p><p>Until now, there have been mainly two basic approaches to study credit risk: the structural approach and the reduced approach. The corresponding models are called the structural model and the reduced-form model. The structural approach introduced the firm’s default governed by the value of its assets and debts such as [<xref ref-type="bibr" rid="scirp.70110-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.70110-ref2">2</xref>] . However, for the problem of the valuation of credit products with jump-diffusion risk, it is still difficult to get explicit results, even using the above approaches in the event of defaulting before the maturity date. Nevertheless, the reduced-form approach is comparatively flexible and tractable to solve this problem. For the reduced-form approach, exogenous mechanism of firm’s default was introduced. This model considers the default as a random event which was controlled by an exogenous intensity process (see [<xref ref-type="bibr" rid="scirp.70110-ref3">3</xref>] - [<xref ref-type="bibr" rid="scirp.70110-ref5">5</xref>] ). With the more aggregate credit risk in the modern financial markets, we have recognized that the defaults of many firms have direct linkage. Thereby the valuation of credit securities with contagious risk has aroused a lot of authors’ interests. The model of credit contagion was firstly proposed to account for the concentration risk in large portfolios of defaultable securities (DL Model) in [<xref ref-type="bibr" rid="scirp.70110-ref6">6</xref>] . Later, DL Model was generalized and the concept of counterparty risk which was from the default of firm’s counterparties was firstly introduced in [<xref ref-type="bibr" rid="scirp.70110-ref7">7</xref>] . Because it is impossible to assume that the impact of one firm’s default to another firm’s default keeps constant all the time, some authors introduced a hyperbolic function to reflect the attenuation effect in [<xref ref-type="bibr" rid="scirp.70110-ref8">8</xref>] . Recently, the cases that the interest rate satisfied the jump-diffusion process and the fractional Brownian motion were also discussed in [<xref ref-type="bibr" rid="scirp.70110-ref9">9</xref>] - [<xref ref-type="bibr" rid="scirp.70110-ref11">11</xref>] . The above conclu- sions on CDS were mostly obtained when the reference assets were the bonds.</p><p>With the rapid development of the financial securities and financial derivatives, the proportion of the financial assets in the total assets of the society is increasing. Therefore, the ability and the level of managing the risk for the financial institutions have become the decisive factors to improve their competitiveness and profitability. As a special enterprise, bank has a special role in the economical development. Its main business is to deposit and provide the loans. The credit risk of the bank is mainly derived from the loans. In China, credit risk is excessively concentrated. The existing methods and tools managing credit risk are ineffective. Thus, making use of domestic and foreign research on credit derivatives, the exploration and the development of credit derivatives to transfer credit risk in China’s market become very necessary. However, most conclusions on credit derivatives based on the loan were qualitative and there are few deeply quantitative research. [<xref ref-type="bibr" rid="scirp.70110-ref12">12</xref>] studied the pricing of mortgage CDS under structured model. [<xref ref-type="bibr" rid="scirp.70110-ref13">13</xref>] considered the characteristics in various types of loans. They proposed a new idea of using CDS to transfer their risks and gave the pricing model of CDS. The research on credit default swap based on the loan in foreign countries mostly used the reduced method such as [<xref ref-type="bibr" rid="scirp.70110-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.70110-ref15">15</xref>] . The above studies did not consider the contagious risk among the counterparties. [<xref ref-type="bibr" rid="scirp.70110-ref16">16</xref>] discussed the pricing problem of loan CDS with contagious risk. But the loan was particular in [<xref ref-type="bibr" rid="scirp.70110-ref16">16</xref>] and it had a cash deposit. In this paper, we will make use of the contagious model with attenuation effect to study the pricing of CDS based on fully amortizing fixed-rate mortgage (FRM). This kind of the loan is very common. Therefore, the conclusions in this paper will provide the theoretical preparation and the suggestions for the credit products development and the research in China.</p></sec><sec id="s2"><title>2. The Structure of the Default and the Prepayment</title><p>Suppose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x7.png" xlink:type="simple"/></inline-formula> be the filtered probability space satisfying the usual conditions. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x8.png" xlink:type="simple"/></inline-formula></p><p>and Q is an equivalent martingale measure under which discounted securities’ prices are martingales and is</p><p>unique. The point processes <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x9.png" xlink:type="simple"/></inline-formula> are the default processes of firm A and firm B and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x10.png" xlink:type="simple"/></inline-formula> is the</p><p>process of repaying the loan in advance of firm A and firm B. When <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x11.png" xlink:type="simple"/></inline-formula> firstly jumps from 0 to 1, we call the firm i defaults and denote <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x12.png" xlink:type="simple"/></inline-formula> be the default time of company i. When <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x13.png" xlink:type="simple"/></inline-formula> firstly jumps from 0 to 1, we call the firm i repays the remained loan in advance and denote <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x14.png" xlink:type="simple"/></inline-formula> be the time of the repayment in advance. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x15.png" xlink:type="simple"/></inline-formula>is</p><p>the indicator function, then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x16.png" xlink:type="simple"/></inline-formula> We assume that the unique macro state variable is the</p><p>interest rate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x17.png" xlink:type="simple"/></inline-formula>. Denote</p><disp-formula id="scirp.70110-formula765"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x18.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.70110-formula766"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x19.png"  xlink:type="simple"/></disp-formula><p>Let</p><disp-formula id="scirp.70110-formula767"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x20.png"  xlink:type="simple"/></disp-formula><p>Suppose that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x21.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x22.png" xlink:type="simple"/></inline-formula> respectively have the positively <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x23.png" xlink:type="simple"/></inline-formula>-measurable processes <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x24.png" xlink:type="simple"/></inline-formula></p><p>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x25.png" xlink:type="simple"/></inline-formula>. For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x26.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x27.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x28.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x29.png" xlink:type="simple"/></inline-formula></p><p>We can define <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x30.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x31.png" xlink:type="simple"/></inline-formula> as following</p><disp-formula id="scirp.70110-formula768"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x32.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x33.png" xlink:type="simple"/></inline-formula> are independent. The conditional and unconditional distributions of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x34.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x35.png" xlink:type="simple"/></inline-formula> are given by</p><disp-formula id="scirp.70110-formula769"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x36.png"  xlink:type="simple"/></disp-formula><p>The joint distributions of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x37.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x38.png" xlink:type="simple"/></inline-formula> are given by</p><disp-formula id="scirp.70110-formula770"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x39.png"  xlink:type="simple"/></disp-formula></sec><sec id="s3"><title>3. The Pricing of the Loan</title><p>The reference asset of credit default swap is a loan which takes the installments. After the signing of the loan contract, the borrower of the loan promises to repay equal amount of the principal and the interest to the lender in each repayment date which is called Fully Amortizing Fixed-rate Mortgage (FRM). Until the maturity date, the borrowers should repay all the principal and the interest. In addition, the lender generally requires the borrower to issue a corresponding collateral before the contract in order to improve the borrower’s credit rating and the credit limits. The collateral can be a basket of the financial assets or some physical assets. In this paper, we assume that the repayment of the loan satisfies two conditions: 1) The time of the payment is continuous; 2) Allow the borrower to repay the loan in advance, but need repay all the loans once time.</p><p>The borrower may choose to repay the loan in advance, default or hold a loan. We assume that L is the repayment amount of the borrower in the unit time. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula>is the remaining loan at time t. T is the maturity date of the loan. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula> are respectively the default time of company i and the time of the repayment in advance. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula>is the recovery rate of the loan when the borrower defaults. L, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x45.png" xlink:type="simple"/></inline-formula> are not stochastic. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x46.png" xlink:type="simple"/></inline-formula>denotes the stop time of repayment for the loan. If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x47.png" xlink:type="simple"/></inline-formula>, the remained loan is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x48.png" xlink:type="simple"/></inline-formula>. If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x49.png" xlink:type="simple"/></inline-formula>, the remained loan is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x50.png" xlink:type="simple"/></inline-formula> and the bank can recover<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x51.png" xlink:type="simple"/></inline-formula>. Thus, the cash flow is the continuous repayment Y if the borrower dose not default or repay the loan in advance before the maturity date. In a no-arbitrage market, the value of FRM is the discount of the expectation of the future cash flow on the risk-neutral measure.</p><p>Therefore, the price of the loan is</p><disp-formula id="scirp.70110-formula771"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x52.png"  xlink:type="simple"/></disp-formula><p>Simplifying it, we have</p><disp-formula id="scirp.70110-formula772"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x53.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x54.png" xlink:type="simple"/></inline-formula> Now, we give a lemma about the distributions of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x55.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x56.png" xlink:type="simple"/></inline-formula>.</p><p>Lemma 1. For all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x57.png" xlink:type="simple"/></inline-formula> the conditional probabilities of the default and the prepayment of firm i are respectively</p><disp-formula id="scirp.70110-formula773"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x58.png"  xlink:type="simple"/></disp-formula><p>Proof. The process in details can be found in Appendix.</p><p>In order to calculate the price of the loan, we give another form of the pricing formula (8).</p><p>Theorem 1. The pricing formula of the loan <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x59.png" xlink:type="simple"/></inline-formula> has the following form</p><disp-formula id="scirp.70110-formula774"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x60.png"  xlink:type="simple"/></disp-formula><p>Proof. The process in details can be found in Appendix.</p><p>In the following, we give the primary-secondary model with the attenuation effect which the intensities of the default and the prepayment of firm A and firm B satisfy. We apply the contagious model into the loan and loan CDS based on the above loan.</p><p>Suppose that the default intensity and the intensity of repaying the loan in advance of the primary firm A satisfy the following equations:</p><disp-formula id="scirp.70110-formula775"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x61.png"  xlink:type="simple"/></disp-formula><p>the default intensity and the intensity of repaying the loan in advance of the secondary firm B satisfy the following equations:</p><disp-formula id="scirp.70110-formula776"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x62.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x63.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x64.png" xlink:type="simple"/></inline-formula>are real and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x65.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x66.png" xlink:type="simple"/></inline-formula></p><p>Now, we assume that the interest rate satisfies Vasicek model,</p><disp-formula id="scirp.70110-formula777"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x67.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x68.png" xlink:type="simple"/></inline-formula> is the standard Brownian motion which describes the market risk, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x69.png" xlink:type="simple"/></inline-formula>is the standard deviation which represents the stochastic volatility, parameter b is the long-term average of interest rate, a represents the speed of recovery that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x70.png" xlink:type="simple"/></inline-formula> returns to b from the deviation value of the long-term average. The interest rate has the following explicit solution:</p><disp-formula id="scirp.70110-formula778"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x71.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x72.png" xlink:type="simple"/></inline-formula> From [<xref ref-type="bibr" rid="scirp.70110-ref7">7</xref>] , we have</p><disp-formula id="scirp.70110-formula779"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x73.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula780"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x74.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula781"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x75.png"  xlink:type="simple"/></disp-formula><sec id="s3_1"><title>3.1. The Price of the Loan Issued by the Primary Firm A</title><p>In fact, we need to substitute (11) into the pricing formula in Theorem 1.</p><p>Firstly, we calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x76.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.70110-formula782"><label>(18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x77.png"  xlink:type="simple"/></disp-formula><p>For any normal random variables X and Y,</p><disp-formula id="scirp.70110-formula783"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x78.png"  xlink:type="simple"/></disp-formula><p>So we obtain</p><disp-formula id="scirp.70110-formula784"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x79.png"  xlink:type="simple"/></disp-formula><p>Secondly, we calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x80.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.70110-formula785"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x81.png"  xlink:type="simple"/></disp-formula><p>then, we substitute (18) into (21) and get the value of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x82.png" xlink:type="simple"/></inline-formula></p><p>At last, we calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x83.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.70110-formula786"><label>(22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x84.png"  xlink:type="simple"/></disp-formula><p>For any normal random variables X and Y,</p><disp-formula id="scirp.70110-formula787"><label>(23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x85.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x86.png" xlink:type="simple"/></inline-formula> We have</p><disp-formula id="scirp.70110-formula788"><label>(24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x87.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.70110-formula789"><label>(25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x88.png"  xlink:type="simple"/></disp-formula><p>Substituting (18), (24) and (25) into (22), we deduce the price of the loan issued by the primary firm A.</p></sec><sec id="s3_2"><title>3.2. The Price of the Loan Issued by the Secondary Firm B</title><p>The pricing process is similar to the pricing of the primary firm A. We need three steps.</p><p>Firstly, we calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x89.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.70110-formula790"><label>(26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x90.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x91.png" xlink:type="simple"/></inline-formula> then</p><disp-formula id="scirp.70110-formula791"><label>(27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x92.png"  xlink:type="simple"/></disp-formula><p>In the above equation, applying the integration by parts,</p><disp-formula id="scirp.70110-formula792"><label>(28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x93.png"  xlink:type="simple"/></disp-formula><p>We assume that no defaults occur up to time t for firm A. Then</p><disp-formula id="scirp.70110-formula793"><label>(29)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x94.png"  xlink:type="simple"/></disp-formula><p>Substituting (29) into (28), we obtain</p><disp-formula id="scirp.70110-formula794"><label>(30)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x95.png"  xlink:type="simple"/></disp-formula><p>By (26),</p><disp-formula id="scirp.70110-formula795"><graphic  xlink:href="http://html.scirp.org/file/5-1490438x96.png"  xlink:type="simple"/></disp-formula><p>(31)</p><p>Then, applying the conclusion that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x97.png" xlink:type="simple"/></inline-formula> for any</p><p>normal random variables X and Y, we have (31).</p><p>Secondly, we calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x98.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.70110-formula796"><label>(32)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x99.png"  xlink:type="simple"/></disp-formula><p>Because <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x100.png" xlink:type="simple"/></inline-formula> is calculated in the first step, (32) can be easily obtained.</p><p>At last, we calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x101.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.70110-formula797"><label>(33)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x102.png"  xlink:type="simple"/></disp-formula><p>So</p><disp-formula id="scirp.70110-formula798"><label>(34)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x103.png"  xlink:type="simple"/></disp-formula><p>From above equation, we only need calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x104.png" xlink:type="simple"/></inline-formula> in (33).</p><disp-formula id="scirp.70110-formula799"><label>(35)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x105.png"  xlink:type="simple"/></disp-formula><p>The first part in (35) is similarly obtained by the same method and process to the former, so we omit it. Now,</p><p>we calculate the second part. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x106.png" xlink:type="simple"/></inline-formula> then</p><disp-formula id="scirp.70110-formula800"><label>(36)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x107.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x108.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x109.png" xlink:type="simple"/></inline-formula> are easily obtained by the conclusions about the interest rate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x110.png" xlink:type="simple"/></inline-formula>. For <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x111.png" xlink:type="simple"/></inline-formula> we have</p><disp-formula id="scirp.70110-formula801"><label>(37)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x112.png"  xlink:type="simple"/></disp-formula><p>For <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x113.png" xlink:type="simple"/></inline-formula> we have</p><disp-formula id="scirp.70110-formula802"><label>(38)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x114.png"  xlink:type="simple"/></disp-formula><p>Thus, combining (34)-(38), we deduce the pricing formula of the loan issued by secondary firm B.</p></sec></sec><sec id="s4"><title>4. The Pricing of Loan CDS</title><p>This paper assumes that the contract will terminate when the borrower defaults or prepays the loan in advance. We consider a simple situation that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x115.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x116.png" xlink:type="simple"/></inline-formula> are independent. Therefore,</p><disp-formula id="scirp.70110-formula803"><label>(39)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x117.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula804"><label>(40)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x118.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula805"><label>(41)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x119.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x120.png" xlink:type="simple"/></inline-formula></p><p>Firm C has a loan from firm J with the maturity date<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x121.png" xlink:type="simple"/></inline-formula>. The loan satisfies the above conditions. To seek protection against the possible loss, firm C buys a credit default swap with the maturity date <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x122.png" xlink:type="simple"/></inline-formula> from firm K on condition that firm C gives the payments to seller K at a fixed swap rate c in time while seller K promises to compensate buyer C for the loss caused by the default of firm J at a certain rate R (R is the recovery rate of the loan). Each party has the obligation to make payments until its own default. The source of credit risk may be from three parties: the borrower of the loan, the buyer of CDS and the seller of CDS. In the following, we discuss a simple situation which only contains the default risk from reference firm J and the CDS’s seller K.</p><p>The default intensity and the intensity of repaying the loan in advance of firm J satisfy the following equations</p><disp-formula id="scirp.70110-formula806"><label>(42)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x123.png"  xlink:type="simple"/></disp-formula><p>The default intensity and the intensity of repaying the loan in advance of firm K satisfy the following equations</p><disp-formula id="scirp.70110-formula807"><label>(43)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x124.png"  xlink:type="simple"/></disp-formula><p>Firstly, the time-0 market value of buyer C’s payments to seller K is</p><disp-formula id="scirp.70110-formula808"><label>(44)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x125.png"  xlink:type="simple"/></disp-formula><p>Secondly, the time-0 market value of seller K’s promised payoff in case of firm J’s default is</p><disp-formula id="scirp.70110-formula809"><label>(45)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x126.png"  xlink:type="simple"/></disp-formula><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x127.png" xlink:type="simple"/></inline-formula>, then</p><disp-formula id="scirp.70110-formula810"><label>(46)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x128.png"  xlink:type="simple"/></disp-formula><p>Now, we calculate</p><disp-formula id="scirp.70110-formula811"><label>(47)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x129.png"  xlink:type="simple"/></disp-formula><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x130.png" xlink:type="simple"/></inline-formula>. For any normal random variables X and Y,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x131.png" xlink:type="simple"/></inline-formula>So we have</p><disp-formula id="scirp.70110-formula812"><label>(48)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x132.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula813"><label>(49)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x133.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula814"><label>(50)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x134.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula815"><label>(51)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x135.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula816"><label>(52)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x136.png"  xlink:type="simple"/></disp-formula><p>Then, we substitute (48)-(51) into (52) and get <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x137.png" xlink:type="simple"/></inline-formula> Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x138.png" xlink:type="simple"/></inline-formula>. We have</p><disp-formula id="scirp.70110-formula817"><label>(53)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x139.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula818"><label>(54)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x140.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.70110-formula819"><label>(55)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x141.png"  xlink:type="simple"/></disp-formula><p>For any normal random variables X and Y,</p><disp-formula id="scirp.70110-formula820"><label>(56)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x142.png"  xlink:type="simple"/></disp-formula><p>Therefore,</p><disp-formula id="scirp.70110-formula821"><label>(57)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x143.png"  xlink:type="simple"/></disp-formula><p>We substitute (53)-(55) into(57) and get the above expectation.</p><p>Thus, in accordance with the arbitrage-free principle, we obtain the swap rate of loan CDS</p><disp-formula id="scirp.70110-formula822"><label>(58)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x144.png"  xlink:type="simple"/></disp-formula></sec><sec id="s5"><title>5. Conclusion</title><p>CDS is one of the credit derivatives with large trading volume in the global financial market. In fact, there is a certain relationship among most of the companies in real market, such as the problem of holding each other’s bonds and so on. If a company defaults, it will affect the default possibility of another company. Default contagion is a common phenomenon in financial markets. This paper studies the pricing of CDS with the loan as the reference asset when contagious risk has the attenuation effect. We consider that the default intensity is correlated with the counterparty’s default and the interest rate following Vasicek model. The conclusions in this paper can provide the theoretical preparation and suggestions for the credit products development and the research in China. In fact, we only discussed the simple situation. The default of a firm and the prepayment of the loan issued by the firm are independent. Moreover, we price the loan and CDS under the primary-secondary framework. We can also consider other more complex cases, such as the correlation of the default intensity and the prepayment intensity, the looping default effect and so on.</p></sec><sec id="s6"><title>Acknowledgements</title><p>We thank the editor and the referee for their comments. The research is funded by the National Natural Science Foundation of China (No: 11271259) and Funding scheme for training young teachers in Shanghai Colleges (ZZshjr12010). This support is greatly appreciated.</p></sec><sec id="s7"><title>Cite this paper</title><p>Yinglin Liu,Ruili Hao,Zuhua Wang, (2016) Pricing Loan CDS with Vasicek Interest Rate under the Contagious Model. Journal of Mathematical Finance,06,416-430. doi: 10.4236/jmf.2016.63033</p></sec><sec id="s8"><title>Appendix</title><sec id="s8_1"><title>1. Proof of Lemma 1</title><p>Proof. Firstly, from Section 2, we have</p><disp-formula id="scirp.70110-formula823"><label>(59)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x145.png"  xlink:type="simple"/></disp-formula><p>Similarly, we have</p><disp-formula id="scirp.70110-formula824"><label>(60)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x146.png"  xlink:type="simple"/></disp-formula></sec><sec id="s8_2"><title>2. Proof of Theorem 1</title><p>Proof. Firstly, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1490438x147.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.70110-formula825"><label>(61)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x148.png"  xlink:type="simple"/></disp-formula><p>Secondly,</p><disp-formula id="scirp.70110-formula826"><label>(62)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x149.png"  xlink:type="simple"/></disp-formula><p>At last,</p><disp-formula id="scirp.70110-formula827"><label>(63)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1490438x150.png"  xlink:type="simple"/></disp-formula><p>Therefore, the theorem is deduced.</p></sec></sec><sec id="s9"><title>NOTES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.70110-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Merton, R.C. 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