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Fractional Diffusions and portfolio optimisation in finance

Fractional Diffusions and portfolio optimisation in finance

Walter Schachermayer (ORCID: 0000-0002-3448-9196)
  • Grant DOI 10.55776/P25815
  • Funding program Principal Investigator Projects
  • Status ended
  • Start January 1, 2014
  • End December 31, 2017
  • Funding amount € 315,976

Disciplines

Mathematics (100%)

Keywords

    Financial markets, Arbitrage, Transaction costs, Duality Theory, Functional Analysis, Stochastic processes

Abstract Final report

The project analyses the deviations from the classical Black-Scholes theory when the differential operators involved in the Black-Scholes PDE are replaced by their fractional versions. From a practical point of view it is highly desirable to develop a good understanding of these effects as it is common knowledge that the Black- Scholes approach suffers from several severe over-simplifications, e.g. dramatic under-estimations of the probabilities of extreme events. There is a fruitful interplay between the PDE approach and the probabilistic approach. In the present context, the passage from the Black-Scholes PDE (which simply is the multiplicative version of the heat equation) to the fractional equations corresponds to the passage from (geometric) Brownian motion to fractional Brownian motion and to alpha-stable Lévy processes. These variations are not of a superficial nature, but involve a rather drastic change of the basic paradigms, as the passage to fractional Brownian motion makes it necessary to leave the well-established framework of semi- martingale theory. The technical difficulties are highly challenging. In order to eventually arrive at tractable and practically relevant results we propose an asymptotic analysis of the above deviations of the Black-Scholes model.

The classical framework of mathematical finance is given by frictionless financial markets. Under No-Arbitrage hypotheses the price process should be a semi-martingale. This rules out some important models, e.g., models based on fractional Brownian motion, which is proposed by Mandelbrot and strongly supported by empirical findings. However, the introduction of transaction costs makes the arbitrage possibilities of fractional models disappear. This allows using these models as price processes for portfolio optimisation under transaction costs. We show that, for a market model based on the fractional Brownian motion, there exists a so-called shadow price, i.e., a least favorable frictionless market extension which lies within the bid-ask spread of the original market with transaction costs, such that trading in this fictitious market leads to the same maximal expected utility and optimal strategy. The behavior of an economic agent in the market with transactions costs can be explained by passing to a suitable frictionless shadow market. This result establishes a bridge between the world of frictionless semi-martingale and the world of fractional models under transaction costs.

Research institution(s)
  • Universität Wien - 100%

Research Output

  • 350 Citations
  • 39 Publications
Publications
  • 2016
    Title Some Statistics concerning the Austrian Presidential Election 2016
    DOI 10.17713/ajs.v45i3.596
    Type Journal Article
    Author Neuwirth E
    Journal Austrian Journal of Statistics
    Pages 95-102
    Link Publication
  • 2016
    Title Duality theory for portfolio optimisation under transaction costs
    DOI 10.1214/15-aap1136
    Type Journal Article
    Author Czichowsky C
    Journal The Annals of Applied Probability
    Pages 1888-1941
    Link Publication
  • 2016
    Title Strong supermartingales and limits of nonnegative martingales
    DOI 10.1214/14-aop970
    Type Journal Article
    Author Czichowsky C
    Journal The Annals of Probability
    Pages 171-205
    Link Publication
  • 2016
    Title Utility maximization problem with random endowment and transaction costs: when wealth may become negative
    DOI 10.1080/07362994.2016.1241181
    Type Journal Article
    Author Lin Y
    Journal Stochastic Analysis and Applications
    Pages 257-278
    Link Publication
  • 2016
    Title Pricing bounds and approximations for discrete arithmetic Asian options under time-changed Lévy processes
    DOI 10.1080/14697688.2016.1149610
    Type Journal Article
    Author Zeng P
    Journal Quantitative Finance
    Pages 1375-1391
  • 2016
    Title On the existence of shadow prices for optimal investment with random endowment
    DOI 10.48550/arxiv.1602.01109
    Type Preprint
    Author Gu L
  • 2016
    Title Utility maximization problem with random endowment and transaction costs: when wealth may become negative
    DOI 10.48550/arxiv.1604.08224
    Type Preprint
    Author Lin Y
  • 2016
    Title Shadow prices, fractional Brownian motion, and portfolio optimisation under transaction costs
    DOI 10.48550/arxiv.1608.01415
    Type Preprint
    Author Czichowsky C
  • 2016
    Title Cover's universal portfolio, stochastic portfolio theory and the numeraire portfolio
    DOI 10.48550/arxiv.1611.09631
    Type Preprint
    Author Cuchiero C
  • 2015
    Title SHADOW PRICES FOR CONTINUOUS PROCESSES
    DOI 10.1111/mafi.12103
    Type Journal Article
    Author Czichowsky C
    Journal Mathematical Finance
    Pages 623-658
    Link Publication
  • 2015
    Title Generalized Wasserstein Distance and Weak Convergence of Sublinear Expectations
    DOI 10.1007/s10959-015-0651-7
    Type Journal Article
    Author Li X
    Journal Journal of Theoretical Probability
    Pages 581-593
  • 2018
    Title Theoretical and empirical analysis of trading activity
    DOI 10.48550/arxiv.1803.04892
    Type Preprint
    Author Pohl M
  • 2017
    Title The Asymptotic Theory of Transaction Costs.
    Type Book
    Author Schachermayer W
  • 2017
    Title Financial markets with a large trader
    DOI 10.1214/17-aap1295
    Type Journal Article
    Author Blümmel T
    Journal The Annals of Applied Probability
    Pages 3735-3786
    Link Publication
  • 2017
    Title On the existence of shadow prices for optimal investment with random endowment
    DOI 10.1080/17442508.2017.1346656
    Type Journal Article
    Author Gu L
    Journal Stochastics
    Pages 1082-1103
    Link Publication
  • 2017
    Title Shadow prices, fractional Brownian motion, and portfolio optimisation under transaction costs
    DOI 10.1007/s00780-017-0351-5
    Type Journal Article
    Author Czichowsky C
    Journal Finance and Stochastics
    Pages 161-180
  • 2017
    Title Utility maximization problem under transaction costs: optimal dual processes and stability
    DOI 10.48550/arxiv.1710.04363
    Type Preprint
    Author Gu L
  • 2017
    Title The space of outcomes of semi-static trading strategies need not be closed
    DOI 10.1007/s00780-017-0329-3
    Type Journal Article
    Author Acciaio B
    Journal Finance and Stochastics
    Pages 741-751
  • 2017
    Title Portfolio optimisation beyond semimartingales: Shadow prices and fractional Brownian motion
    DOI 10.1214/16-aap1234
    Type Journal Article
    Author Czichowsky C
    Journal The Annals of Applied Probability
    Pages 1414-1451
    Link Publication
  • 2017
    Title The space of outcomes of semi-static trading strategies need not be closed
    DOI 10.3929/ethz-b-000192358
    Type Other
    Author Acciaio
    Link Publication
  • 2016
    Title The space of outcomes of semi-static trading strategies need not be closed
    DOI 10.48550/arxiv.1606.00631
    Type Preprint
    Author Acciaio B
    Link Publication
  • 2018
    Title Comparison between W2 distance and ?-1 norm, and Localization of Wasserstein distance?
    DOI 10.1051/cocv/2017050
    Type Journal Article
    Author Peyre R
    Journal ESAIM: Control, Optimisation and Calculus of Variations
    Pages 1489-1501
    Link Publication
  • 2018
    Title The sharp constant for the Burkholder–Davis–Gundy inequality and non-smooth pasting
    DOI 10.3150/17-bej935
    Type Journal Article
    Author Schachermayer W
    Journal Bernoulli
    Pages 2499-2530
    Link Publication
  • 2018
    Title Cover's universal portfolio, stochastic portfolio theory, and the numéraire portfolio
    DOI 10.1111/mafi.12201
    Type Journal Article
    Author Cuchiero C
    Journal Mathematical Finance
    Pages 773-803
    Link Publication
  • 2018
    Title Theoretical and empirical analysis of trading activity
    DOI 10.1007/s10107-018-1341-x
    Type Journal Article
    Author Pohl M
    Journal Mathematical Programming
    Pages 405-434
    Link Publication
  • 2020
    Title Utility Maximization Problem with Transaction Costs: Optimal Dual Processes and Stability
    DOI 10.1007/s00245-020-09699-8
    Type Journal Article
    Author Gu L
    Journal Applied Mathematics & Optimization
    Pages 1903-1922
  • 2014
    Title The super-replication theorem under proportional transaction costs revisited
    DOI 10.1007/s11579-014-0129-x
    Type Journal Article
    Author Schachermayer W
    Journal Mathematics and Financial Economics
    Pages 383-398
  • 2014
    Title Admissible Trading Strategies Under Transaction Costs
    DOI 10.1007/978-3-319-11970-0_11
    Type Book Chapter
    Author Schachermayer W
    Publisher Springer Nature
    Pages 317-331
  • 2014
    Title Transaction Costs, Shadow Prices, and Duality in Discrete Time
    DOI 10.1137/130925864
    Type Journal Article
    Author Czichowsky C
    Journal SIAM Journal on Financial Mathematics
    Pages 258-277
    Link Publication
  • 2014
    Title The super-replication theorem under proportional transaction costs revisited
    DOI 10.48550/arxiv.1405.1266
    Type Preprint
    Author Schachermayer W
  • 2014
    Title Shadow prices for continuous processes
    DOI 10.48550/arxiv.1408.6065
    Type Preprint
    Author Czichowsky C
  • 2014
    Title Duality Theory for Portfolio Optimisation under Transaction Costs
    DOI 10.48550/arxiv.1408.5989
    Type Preprint
    Author Czichowsky C
  • 2016
    Title Some Statistics concerning the Austrian Presidential Election 2016
    DOI 10.48550/arxiv.1609.00506
    Type Preprint
    Author Neuwirth E
  • 2016
    Title Pricing timer options and variance derivatives with closed-form partial transform under the 3/2 model
    DOI 10.1080/1350486x.2017.1285242
    Type Journal Article
    Author Zheng W
    Journal Applied Mathematical Finance
    Pages 344-373
    Link Publication
  • 2016
    Title Mathematics and Finance.
    Type Book Chapter
    Author Mathematics And Society
  • 2015
    Title Pricing timer options and variance derivatives with closed-form partial transform under the 3/2 model
    DOI 10.48550/arxiv.1504.08136
    Type Preprint
    Author Zheng W
  • 2015
    Title Portfolio optimisation beyond semimartingales: shadow prices and fractional Brownian motion
    DOI 10.48550/arxiv.1505.02416
    Type Preprint
    Author Czichowsky C
  • 2015
    Title The Sharp Constant for the Burkholder-Davis-Gundy Inequality and Non-Smooth Pasting
    DOI 10.48550/arxiv.1507.07699
    Type Preprint
    Author Schachermayer W
  • 2015
    Title Generalized Wasserstein distance and weak convergence of sublinear expectations
    DOI 10.48550/arxiv.1505.04954
    Type Preprint
    Author Li X

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