Universal structures in Mathematical Finance
Universal structures in Mathematical Finance
Disciplines
Mathematics (100%)
Keywords
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Affine and polynomial processes,
Infinite dimensional stochastic analysis,
Measure-valued processes,
Stochastic portfolio theory,
Rough volatility,
McKean Vlasov equations
The title of this proposal Universal structures in mathematical finance pertains literally to both, mathematics and finance. On the financial side we mean robust empirical features that hold universally across different financial markets, asset classes and in particular over time. On the mathematical side it concerns universally appearing model classes and probabilistic properties, inherent in many at first sight unrelated phenomena. This universality might sound surprising as financial markets certainly do not obey a law of nature as it is the case for instance in physics. However, even if finance rather appears as social phenomenon, universal market features do exist. Let us illustrate this by means of two important examples which arouse some of the most relevant questions in modern mathematical finance: first, the stability of capital distribution curves over time. These are curves that show the relative market capitalization of listed companies in ranked order. The market capitalization is a publicly known number: it is the number of outstanding shares times the current value of one share. The relative market capitalization is defined as the percentage of the market capitalization of a fixed company with respect to the capitalization of the whole market. The striking feature of these curves is their remarkably stable shape over the past 90 years, unperturbed by times of crisis or flourishing economy. This fundamental observation was the starting point for the mathematician R. Fernholz to develop stochastic portfolio theory about 20 years ago. Since then this fact has been detected in many circumstances, most recently also on the new market of crypto-currencies. The second universal phenomenon that we intend to investigate is called rough volatility. This paradigm asserts that volatility, i.e., the degree of variation of stock prices over time, is of a highly oscillatory nature, meaning that it fluctuates a lot, more than for instance Brownian particles. This behavior has been tested and confirmed recently for more than 2000 equities. Somewhat surprisingly we find a common mathematical framework for both phenomena. It allows to the treat universal phenomena from finance with universal mathematical methods, i.e., structures that appear over and over again in many different circumstances. It is the first time that two major fields of mathematical finance, i.e., stochastic portfolio theory and stochastic volatility modeling, are considered from one common perspective, namely from the perspective of the above described universal structures. We believe that other areas, for instance questions from systemic risk, can be considered in this new light as well.
- Universität Wien - 100%
- Ting-Kam Leonard Wong, University of Toronto - Canada
- Sergio Pulido, Ecole Nationale Superieure d Informatique pour l Industrie et l Entreprise - France
- Claudio Fontana, Paris Diderot University - France
- Josef Teichmann, Eidgenössische Technische Hochschule Zürich - Switzerland
- Martin Larsson, Carnegie Mellon University - USA
Research Output
- 121 Citations
- 21 Publications
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2025
Title Self-similar Gaussian Markov processes DOI 10.1080/17442508.2025.2540533 Type Journal Article Author Bauer B Journal Stochastics Pages 1-19 Link Publication -
2025
Title Signature Methods in Stochastic Portfolio Theory DOI 10.1137/24m1700223 Type Journal Article Author Cuchiero C Journal SIAM Journal on Financial Mathematics Pages 1239-1303 -
2024
Title Measure-valued processes for energy markets DOI 10.1111/mafi.12452 Type Journal Article Author Cuchiero C Journal Mathematical Finance Pages 520-566 Link Publication -
2024
Title Joint calibration to SPX and VIX options with signature-based models DOI 10.1111/mafi.12442 Type Journal Article Author Cuchiero C Journal Mathematical Finance Pages 161-213 Link Publication -
2024
Title Detecting rough volatility: a filtering approach DOI 10.1080/14697688.2024.2399284 Type Journal Article Author Damian C Journal Quantitative Finance Pages 1493-1508 Link Publication -
2023
Title The Fan-Taussky-Todd inequalities and the Lumer-Phillips theorem DOI 10.48550/arxiv.2305.14015 Type Preprint Author Bauer B -
2023
Title A characterization of real matrix semigroups DOI 10.48550/arxiv.2305.15522 Type Preprint Author Bauer B -
2023
Title Signature-Based Models: Theory and Calibration DOI 10.1137/22m1512338 Type Journal Article Author Cuchiero C Journal SIAM Journal on Financial Mathematics Pages 910-957 -
2023
Title Detecting Rough Volatility: A Filtering Approach DOI 10.48550/arxiv.2302.12612 Type Preprint Author Damian C -
2023
Title Model-free portfolio theory: A rough path approach DOI 10.1111/mafi.12376 Type Journal Article Author Allan A Journal Mathematical Finance Pages 709-765 Link Publication -
2022
Title Discrete-Time Signatures and Randomness in Reservoir Computing DOI 10.1109/tnnls.2021.3076777 Type Journal Article Author Cuchiero C Journal IEEE Transactions on Neural Networks and Learning Systems Pages 6321-6330 Link Publication -
2021
Title Model-free Portfolio Theory: A Rough Path Approach DOI 10.48550/arxiv.2109.01843 Type Preprint Author Allan A -
2024
Title Implicit and Fully Discrete Approximation of the Supercooled Stefan Problem in the Presence of Blow-Ups DOI 10.1137/22m1509722 Type Journal Article Author Cuchiero C Journal SIAM Journal on Numerical Analysis Pages 1145-1170 -
2021
Title Optimal bailout strategies resulting from the drift controlled supercooled Stefan problem DOI 10.48550/arxiv.2111.01783 Type Preprint Author Cuchiero C -
2023
Title Infinite-dimensional Wishart-processes DOI 10.48550/arxiv.2304.03490 Type Preprint Author Cox S -
2023
Title Optimal bailout strategies resulting from the drift controlled supercooled Stefan problem DOI 10.1007/s10479-023-05293-7 Type Journal Article Author Cuchiero C Journal Annals of Operations Research Pages 1315-1349 Link Publication -
2022
Title Global martingale solutions for stochastic Shigesada-Kawasaki-Teramoto population models DOI 10.48550/arxiv.2202.12602 Type Preprint Author Braukhoff M -
2023
Title A characterization of real matrix semigroups DOI 10.1080/27684830.2023.2289203 Type Journal Article Author Bauer B Journal Research in Mathematics Pages 2289203 Link Publication -
2023
Title Signature Methods in Stochastic Portfolio Theory DOI 10.48550/arxiv.2310.02322 Type Preprint Author Cuchiero C -
2022
Title Implicit and fully discrete approximation of the supercooled Stefan problem in the presence of blow-ups DOI 10.48550/arxiv.2206.14641 Type Preprint Author Cuchiero C -
2022
Title Signature-based models: theory and calibration DOI 10.48550/arxiv.2207.13136 Type Preprint Author Cuchiero C