activity
20082019
most citedQuant GANs: Deep Generation of Financial Time Series

267 citations · 297 across the 10 of their papers we have counts for

collaborators

10 papers

cs.LG2019★ 10 cited

Copula & Marginal Flows: Disentangling the Marginal from its Joint

Magnus Wiese, Robert Knobloch, Ralf Korn

Deep generative networks such as GANs and normalizing flows flourish in the context of high-dimensional tasks such as image generation. However, so far exact modeling or extrapolat…

q-fin.MF2019★ 267 cited

Quant GANs: Deep Generation of Financial Time Series

Magnus Wiese, Robert Knobloch, Ralf Korn +1

Modeling financial time series by stochastic processes is a challenging task and a central area of research in financial mathematics. As an alternative, we introduce Quant GANs, a…

math.PR2014★ 11 cited

Maximal inequalities for fractional Lévy and related processes

Christian Bender, Robert Knobloch, Philip Oberacker

In this paper we study processes which are constructed by a convolution of a deterministic kernel with a martingale. A special emphasis is put on the case where the driving marting…

math.PR2014★ 3 cited

A generalised Itō formula for Lévy-driven Volterra processes

Christian Bender, Robert Knobloch, Philip Oberacker

We derive a generalised Itō formula for stochastic processes which are constructed by a convolution of a deterministic kernel with a centred Lévy process. This formula has a unifyi…

math.PR2014★ 2 cited

The Kingman tree length process has infinite quadratic variation

Iulia Dahmer, Robert Knobloch, Anton Wakolbinger

In the case of neutral populations of fixed sizes in equilibrium whose genealogies are described by the Kingman -coalescent back from time consider the associated processes…

math.PR2012

Limit theorems for fragmentation processes with immigration

Robert Knobloch

In this paper we extend two limit theorems which were recently obtained for fragmentation processes to such processes with immigration. More precisely, in the setting with immigrat…

math.PR2012★ 1 cited

One-sided FKPP travelling waves in the context of homogeneous fragmentation processes

Robert Knobloch

In this paper we introduce the one-sided FKPP equation in the context of homogeneous fragmentation processes. The main result of the present paper is concerned with the existence a…

math.PR2012

Asymptotic properties of the process counted with a random characteristic in the context of fragmentation processes

Robert Knobloch

In this paper we prove a strong law of large numbers and its L^1-convergence counterpart for the process counted with a random characteristic in the context of self-similar fragmen…

math.PR2011★ 2 cited

Survival of homogeneous fragmentation processes with killing

Robert Knobloch, Andreas E. Kyprianou

We consider a homogenous fragmentation process with killing at an exponential barrier. With the help of two families of martingales we analyse the growth of the largest fragment fo…

math.PR2008★ 1 cited

Strong Law of Large Numbers for Fragmentation Processes

S. C. Harris, R. Knobloch, A. E. Kyprianou

In the spirit of a classical results for Crump-Mode-Jagers processes, we prove a strong law of large numbers for homogenous fragmentation processes. Specifically, for self-similar…