Portfolio Optimization in Fractional and Rough Heston Models

被引:16
作者
Baeuerle, Nicole [1 ]
Desmettre, Sascha [2 ]
机构
[1] Karlsruhe Inst Technol KIT, Dept Math, Englerstr 2, D-76128 Karlsruhe, Germany
[2] Johannes Kepler Univ Linz JKU, Inst Financial Math & Appl Number Theory, Altenberger Str 69, A-4040 Linz, Austria
来源
SIAM JOURNAL ON FINANCIAL MATHEMATICS | 2020年 / 11卷 / 01期
基金
奥地利科学基金会;
关键词
fractional stochastic processes; Heston model; rough paths; stochastic control; Hamilton-Jacobi-Bellman equation; Feynman-Kac respresentation; STOCHASTIC VOLATILITY;
D O I
10.1137/18M1217243
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We consider a fractional version of the Heston volatility model which is inspired by [H. Guennoun et al., SIAM J. Financial Math,, 9 (2018), pp. 1017-1045]. Within this model we treat portfolio optimization problems for power utility functions. Using a suitable representation of the fractional part, followed by a reasonable approximation we show that it is possible to cast the problem in the classical stochastic control framework. This approach is generic for fractional processes. We derive explicit solutions and obtain as a by-product the Laplace transform of the integrated volatility. In order to get rid of some undesirable features we introduce a new model for the rough path scenario which is based on the Marchaud fractional derivative. We provide a numerical study to underline our results.
引用
收藏
页码:240 / 273
页数:34
相关论文
共 39 条
  • [1] Bäuerle N, 2013, J APPL PROBAB, V50, P1025
  • [2] Pricing under rough volatility
    Bayer, Christian
    Friz, Peter
    Gatheral, Jim
    [J]. QUANTITATIVE FINANCE, 2016, 16 (06) : 887 - 904
  • [3] Carmona P., 1998, Stat.Inference Stoch. Process., V3, P161, DOI DOI 10.1023/A:1009999518898
  • [4] Dynamic consumption and portfolio choice with stochastic volatility in incomplete markets
    Chacko, G
    Viceira, LM
    [J]. REVIEW OF FINANCIAL STUDIES, 2005, 18 (04) : 1369 - 1402
  • [5] Affine fractional stochastic volatility models
    F. Comte
    L. Coutin
    E. Renault
    [J]. Annals of Finance, 2012, 8 (2-3) : 337 - 378
  • [6] Long memory in continuous-time stochastic volatility models
    Comte, F
    Renault, E
    [J]. MATHEMATICAL FINANCE, 1998, 8 (04) : 291 - 323
  • [7] Stochastic control with rough paths
    Diehl, Joscha
    Friz, Peter K.
    Gassiat, Paul
    [J]. APPLIED MATHEMATICS AND OPTIMIZATION, 2017, 75 (02) : 285 - 315
  • [8] The characteristic function of rough Heston models
    El Euch, Omar
    Rosenbaum, Mathieu
    [J]. MATHEMATICAL FINANCE, 2019, 29 (01) : 3 - 38
  • [9] PERFECT HEDGING IN ROUGH HESTON MODELS
    El Euch, Omar
    Rosenbaum, Mathieu
    [J]. ANNALS OF APPLIED PROBABILITY, 2018, 28 (06) : 3813 - 3856
  • [10] Asymptotics for Rough Stochastic Volatility Models
    Forde, Martin
    Zhang, Hongzhong
    [J]. SIAM JOURNAL ON FINANCIAL MATHEMATICS, 2017, 8 (01): : 114 - 145