Loading…
A fractional Black-Scholes model with stochastic volatility and European option pricing
•European option pricing is studied under a FMLS model with stochastic volatility.•We have successfully solved a fractional partial differential equation system.•The derived pricing formula is truly explicit, involving no Fourier inversion. In this paper, we introduce the stochastic volatility into...
Saved in:
Published in: | Expert systems with applications 2021-09, Vol.178, p.114983, Article 114983 |
---|---|
Main Authors: | , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-c328t-d16d5d412f5103789996d72c7dab03ef503f77bc6e7418a2b28e84899e7a482a3 |
---|---|
cites | cdi_FETCH-LOGICAL-c328t-d16d5d412f5103789996d72c7dab03ef503f77bc6e7418a2b28e84899e7a482a3 |
container_end_page | |
container_issue | |
container_start_page | 114983 |
container_title | Expert systems with applications |
container_volume | 178 |
creator | He, Xin-Jiang Lin, Sha |
description | •European option pricing is studied under a FMLS model with stochastic volatility.•We have successfully solved a fractional partial differential equation system.•The derived pricing formula is truly explicit, involving no Fourier inversion.
In this paper, we introduce the stochastic volatility into the FMLS (finite moment log-stable) model to capture the effect of both jumps and stochastic volatility. However, this additional stochastic source adds another degree of complexity in seeking for analytical formula when pricing European options, as the involved FPDE (fractional partial differential equation) system governing option prices is now of three dimensions. Albeit difficult, we have still managed to present an analytical solution expressed in terms of Fourier cosine series, after a two-step solution procedure is developed for the target FPDE system. This solution is different from the most literature as it is truly explicit, involving no Fourier inversion. It is also shown through the numerical experiments that it converges very rapidly and has potential to be applied in practice. |
doi_str_mv | 10.1016/j.eswa.2021.114983 |
format | article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_journals_2551249835</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0957417421004243</els_id><sourcerecordid>2551249835</sourcerecordid><originalsourceid>FETCH-LOGICAL-c328t-d16d5d412f5103789996d72c7dab03ef503f77bc6e7418a2b28e84899e7a482a3</originalsourceid><addsrcrecordid>eNp9kDtPwzAUhS0EEqXwB5gsMSfYzsOOxFIqXlIlBkCMlmvfUIc0Drbbqv-eRGFmust3js79ELqmJKWElrdNCuGgUkYYTSnNK5GdoBkVPEtKXmWnaEaqgic55fk5ugihIYRyQvgMfS5w7ZWO1nWqxfet0t_Jm964FgLeOgMtPti4wSE6vVEhWo33rlXRtjYeseoMfth514PqsOvHEtx7q233dYnOatUGuPq7c_Tx-PC-fE5Wr08vy8Uq0RkTMTG0NIXJKasLSjIuqqoqDWeaG7UmGdQFyWrO17oEnlOh2JoJEPmAAVe5YCqbo5upt_fuZwchysbt_PBLkKwoKBtVFAPFJkp7F4KHWg4zt8ofJSVyFCgbOQqUo0A5CRxCd1MIhv17C14GbaHTYKwHHaVx9r_4L6I5eWg</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2551249835</pqid></control><display><type>article</type><title>A fractional Black-Scholes model with stochastic volatility and European option pricing</title><source>ScienceDirect Journals</source><creator>He, Xin-Jiang ; Lin, Sha</creator><creatorcontrib>He, Xin-Jiang ; Lin, Sha</creatorcontrib><description>•European option pricing is studied under a FMLS model with stochastic volatility.•We have successfully solved a fractional partial differential equation system.•The derived pricing formula is truly explicit, involving no Fourier inversion.
In this paper, we introduce the stochastic volatility into the FMLS (finite moment log-stable) model to capture the effect of both jumps and stochastic volatility. However, this additional stochastic source adds another degree of complexity in seeking for analytical formula when pricing European options, as the involved FPDE (fractional partial differential equation) system governing option prices is now of three dimensions. Albeit difficult, we have still managed to present an analytical solution expressed in terms of Fourier cosine series, after a two-step solution procedure is developed for the target FPDE system. This solution is different from the most literature as it is truly explicit, involving no Fourier inversion. It is also shown through the numerical experiments that it converges very rapidly and has potential to be applied in practice.</description><identifier>ISSN: 0957-4174</identifier><identifier>EISSN: 1873-6793</identifier><identifier>DOI: 10.1016/j.eswa.2021.114983</identifier><language>eng</language><publisher>New York: Elsevier Ltd</publisher><subject>Cosine series ; Exact solutions ; Explicit and analytical ; FMLS model ; Fourier series ; Fractional partial differential equation ; Partial differential equations ; Pricing ; Securities prices ; Stochastic models ; Stochastic volatility ; Volatility</subject><ispartof>Expert systems with applications, 2021-09, Vol.178, p.114983, Article 114983</ispartof><rights>2021 Elsevier Ltd</rights><rights>Copyright Elsevier BV Sep 15, 2021</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c328t-d16d5d412f5103789996d72c7dab03ef503f77bc6e7418a2b28e84899e7a482a3</citedby><cites>FETCH-LOGICAL-c328t-d16d5d412f5103789996d72c7dab03ef503f77bc6e7418a2b28e84899e7a482a3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>He, Xin-Jiang</creatorcontrib><creatorcontrib>Lin, Sha</creatorcontrib><title>A fractional Black-Scholes model with stochastic volatility and European option pricing</title><title>Expert systems with applications</title><description>•European option pricing is studied under a FMLS model with stochastic volatility.•We have successfully solved a fractional partial differential equation system.•The derived pricing formula is truly explicit, involving no Fourier inversion.
In this paper, we introduce the stochastic volatility into the FMLS (finite moment log-stable) model to capture the effect of both jumps and stochastic volatility. However, this additional stochastic source adds another degree of complexity in seeking for analytical formula when pricing European options, as the involved FPDE (fractional partial differential equation) system governing option prices is now of three dimensions. Albeit difficult, we have still managed to present an analytical solution expressed in terms of Fourier cosine series, after a two-step solution procedure is developed for the target FPDE system. This solution is different from the most literature as it is truly explicit, involving no Fourier inversion. It is also shown through the numerical experiments that it converges very rapidly and has potential to be applied in practice.</description><subject>Cosine series</subject><subject>Exact solutions</subject><subject>Explicit and analytical</subject><subject>FMLS model</subject><subject>Fourier series</subject><subject>Fractional partial differential equation</subject><subject>Partial differential equations</subject><subject>Pricing</subject><subject>Securities prices</subject><subject>Stochastic models</subject><subject>Stochastic volatility</subject><subject>Volatility</subject><issn>0957-4174</issn><issn>1873-6793</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp9kDtPwzAUhS0EEqXwB5gsMSfYzsOOxFIqXlIlBkCMlmvfUIc0Drbbqv-eRGFmust3js79ELqmJKWElrdNCuGgUkYYTSnNK5GdoBkVPEtKXmWnaEaqgic55fk5ugihIYRyQvgMfS5w7ZWO1nWqxfet0t_Jm964FgLeOgMtPti4wSE6vVEhWo33rlXRtjYeseoMfth514PqsOvHEtx7q233dYnOatUGuPq7c_Tx-PC-fE5Wr08vy8Uq0RkTMTG0NIXJKasLSjIuqqoqDWeaG7UmGdQFyWrO17oEnlOh2JoJEPmAAVe5YCqbo5upt_fuZwchysbt_PBLkKwoKBtVFAPFJkp7F4KHWg4zt8ofJSVyFCgbOQqUo0A5CRxCd1MIhv17C14GbaHTYKwHHaVx9r_4L6I5eWg</recordid><startdate>20210915</startdate><enddate>20210915</enddate><creator>He, Xin-Jiang</creator><creator>Lin, Sha</creator><general>Elsevier Ltd</general><general>Elsevier BV</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>20210915</creationdate><title>A fractional Black-Scholes model with stochastic volatility and European option pricing</title><author>He, Xin-Jiang ; Lin, Sha</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c328t-d16d5d412f5103789996d72c7dab03ef503f77bc6e7418a2b28e84899e7a482a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Cosine series</topic><topic>Exact solutions</topic><topic>Explicit and analytical</topic><topic>FMLS model</topic><topic>Fourier series</topic><topic>Fractional partial differential equation</topic><topic>Partial differential equations</topic><topic>Pricing</topic><topic>Securities prices</topic><topic>Stochastic models</topic><topic>Stochastic volatility</topic><topic>Volatility</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>He, Xin-Jiang</creatorcontrib><creatorcontrib>Lin, Sha</creatorcontrib><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>Expert systems with applications</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>He, Xin-Jiang</au><au>Lin, Sha</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A fractional Black-Scholes model with stochastic volatility and European option pricing</atitle><jtitle>Expert systems with applications</jtitle><date>2021-09-15</date><risdate>2021</risdate><volume>178</volume><spage>114983</spage><pages>114983-</pages><artnum>114983</artnum><issn>0957-4174</issn><eissn>1873-6793</eissn><abstract>•European option pricing is studied under a FMLS model with stochastic volatility.•We have successfully solved a fractional partial differential equation system.•The derived pricing formula is truly explicit, involving no Fourier inversion.
In this paper, we introduce the stochastic volatility into the FMLS (finite moment log-stable) model to capture the effect of both jumps and stochastic volatility. However, this additional stochastic source adds another degree of complexity in seeking for analytical formula when pricing European options, as the involved FPDE (fractional partial differential equation) system governing option prices is now of three dimensions. Albeit difficult, we have still managed to present an analytical solution expressed in terms of Fourier cosine series, after a two-step solution procedure is developed for the target FPDE system. This solution is different from the most literature as it is truly explicit, involving no Fourier inversion. It is also shown through the numerical experiments that it converges very rapidly and has potential to be applied in practice.</abstract><cop>New York</cop><pub>Elsevier Ltd</pub><doi>10.1016/j.eswa.2021.114983</doi></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0957-4174 |
ispartof | Expert systems with applications, 2021-09, Vol.178, p.114983, Article 114983 |
issn | 0957-4174 1873-6793 |
language | eng |
recordid | cdi_proquest_journals_2551249835 |
source | ScienceDirect Journals |
subjects | Cosine series Exact solutions Explicit and analytical FMLS model Fourier series Fractional partial differential equation Partial differential equations Pricing Securities prices Stochastic models Stochastic volatility Volatility |
title | A fractional Black-Scholes model with stochastic volatility and European option pricing |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-04T04%3A42%3A26IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=A%20fractional%20Black-Scholes%20model%20with%20stochastic%20volatility%20and%20European%20option%20pricing&rft.jtitle=Expert%20systems%20with%20applications&rft.au=He,%20Xin-Jiang&rft.date=2021-09-15&rft.volume=178&rft.spage=114983&rft.pages=114983-&rft.artnum=114983&rft.issn=0957-4174&rft.eissn=1873-6793&rft_id=info:doi/10.1016/j.eswa.2021.114983&rft_dat=%3Cproquest_cross%3E2551249835%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c328t-d16d5d412f5103789996d72c7dab03ef503f77bc6e7418a2b28e84899e7a482a3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2551249835&rft_id=info:pmid/&rfr_iscdi=true |