Schatten class Hankel operators on the Segal-Bargmann space and the Berger-Coburn phenomenon
Abstract
In the late 1980s, Berger and Coburn showed that the Hankel operator Hf on the Segal-Bargmann space of Gaussian square-integrable entire functions is compact if and only if Hˉf is compact using C*-algebra and Hilbert space techniques. I will briefly discuss this and three other proofs, and then consider the question of whether an analogous phenomenon holds for Schatten class Hankel operators.
Reinforcement Learning for Optimal Execution
Abstract
Optimal execution of large positions over a given trading period is a fundamental decision-making problem for financial services. In this talk we explore reinforcement learning methods, in particular policy gradient methods, for finding the optimal policy in the optimal liquidation problem. We show results for the case where we assume a linear quadratic regulator (LQR) model for the underlying dynamics and where we apply the method to the data directly. The empirical evidence suggests that the policy gradient method can learn the global optimal solution for a larger class of stochastic systems containing the LQR framework, and that it is more robust with respect to model misspecification when compared to a model-based approach.
Representations of GL_2 and p-adic Symmetric Spaces
Abstract
Let F be a finite field or a p-adic field. One method of constructing irreducible representations of G=GL2(F) is to consider spaces on which G naturally acts and look at the representations arising from invariants of these spaces, such as the action of G on cohomology groups. In this talk, I will discuss how this goes for abstract representations of G (when F is finite), and smooth representations of G (when F is p-adic). The first space is an affine algebraic variety, and the second a tower of rigid spaces. I will then mention some recent results about how this tower allows us to construct new interesting p-adic representations of G, before explaining how trying to adapt these methods leads naturally to considerations about certain geometric properties of these spaces.
A handful of moment computations of characteristic polynomials and their derivatives in the classical compact ensembles
Abstract
I will present a collection of moment computations over the unitary, symplectic and special orthogonal matrix ensembles that I've done throughout my thesis. I will focus on the methods used, the motivation from number theory, the relationship to Painlev\'e equations, and directions for future work.
Gaussian Multiplicative Chaos for Gaussian Orthogonal and Symplectic Ensembles
Abstract
In recent years, our understanding of the asymptotic behavior of characteristic polynomials of random matrices has seen much progression. A key paradigm in this area is that the asymptotic behavior is often captured by an appropriate family of Gaussian multiplicative chaos (GMC) measures (defined heuristically as the normalized exponential of log-correlated random fields). Indeed, such results have been shown for Harr distributed matrices for U(N), O(N), and Sp(2N), as well as for one-cut Hermitian invariant ensembles (and in particular, GUE(N)). In this talk we explain an extension of these results to GOE(2N) and GSE(N). The key tool is a new asymptotic relation between the moments of the characteristic polynomials of all three classical ensembles.
Quantum chaos and integrable structures in quantum resonant systems
Abstract
I will present a study of integrable structures and quantum chaos in a class of infinite-dimensional though computationally tractable models, called quantum resonant systems. These models, together with their classical counterparts, emerge in various areas of physics, such as nonlinear dynamics in anti-de Sitter spacetime, but also in Bose-Einstein condensate physics. The class of classical models displays a wide range of integrable properties, such as the existence of Lax pairs, partial solvability or generic chaotic dynamics. This opens a window to investigate these properties from the perspective of the corresponding quantum theory by effectively diagonalising finite-sized matrices and exploring level spacing statistics. We will furthermore analyse the implications of the symmetries for the spectrum of resonant models with partial solvability and discuss how the rich integrable structures can be exploited to constructed novel quantum coherent states that effectively capture sophisticated nonlinear solutions in the classical theory.
A general criterion for the existence and uniqueness of maximal solutions for a class of Stochastic Partial Differential Equations
Abstract
Modern atmospheric and ocean science require sophisticated geophysical fluid dynamics models. Among them, stochastic partial
differential equations (SPDEs) have become increasingly relevant. The stochasticity in such models can account for the effect
of the unresolved scales (stochastic parametrizations), model uncertainty, unspecified boundary condition, etc. Whilst there is an
extensive SPDE literature, most of it covers models with unrealistic noise terms, making them un-applicable to
geophysical fluid dynamics modelling. There are nevertheless notable exceptions: a number of individual SPDEs with specific forms
and noise structure have been introduced and analysed, each of which with bespoke methodology and painstakingly hard arguments.
In this talk I will present a criterion for the existence of a unique maximal strong solution for nonlinear SPDEs. The work
is inspired by the abstract criterion of Kato and Lai [1984] valid for nonlinear PDEs. The criterion is designed to fit viscous fluid
dynamics models with Stochastic Advection by Lie Transport (SALT) as introduced in Holm [2015]. As an immediate application, I show that
the incompressible SALT 3D Navier-Stokes equation on a bounded domain has a unique maximal solution.
This is joint work with Oana Lang, Daniel Goodair and Romeo Mensah and it is partially supported by European Research Council (ERC)
Synergy project Stochastic Transport in the Upper Ocean Dynamics (https://www.imperial.ac.uk/ocean-dynamics-synergy/
JART virtual social
We'll gather virtually, to catch up and socialise after the holidays.
Update on Nonuniform Ellipticity
Abstract
Nonuniform Ellipticity is a classical topic in PDE, and regularity of solutions to nonuniformly elliptic and parabolic equations has been studied at length. I will present some recent results in this direction, including the solution to the longstanding issue of the validity of Schauder estimates in the nonuniformly elliptic case obtained in collaboration with Cristiana De Filippis.