Mean field analysis of neural networks: A central limit theorem

J Sirignano, K Spiliopoulos - Stochastic Processes and their Applications, 2020 - Elsevier
We rigorously prove a central limit theorem for neural network models with a single hidden
layer. The central limit theorem is proven in the asymptotic regime of simultaneously (A) …

[HTML][HTML] Particle systems with a singular mean-field self-excitation. Application to neuronal networks

F Delarue, J Inglis, S Rubenthaler, E Tanré - Stochastic Processes and …, 2015 - Elsevier
We discuss the construction and approximation of solutions to a nonlinear McKean–Vlasov
equation driven by a singular self-excitatory interaction of the mean-field type. Such an …

-player games and mean-field games with absorption

L Campi, M Fischer - 2018 - projecteuclid.org
We introduce a simple class of mean-field games with absorbing boundary over a finite time
horizon. In the corresponding N-player games, the evolution of players' states is described …

Risk analysis for large pools of loans

J Sirignano, K Giesecke - Management Science, 2019 - pubsonline.informs.org
Financial institutions, government-sponsored enterprises, and asset-backed security
investors are often exposed to delinquency and prepayment risk from large numbers of …

Rate of homogenization for fully-coupled McKean–Vlasov SDEs

ZW Bezemek, K Spiliopoulos - Stochastics and Dynamics, 2023 - World Scientific
In this paper, we consider a fully-coupled slow–fast system of McKean–Vlasov stochastic
differential equations with full dependence on the slow and fast component and on the law …

Moderate deviations for fully coupled multiscale weakly interacting particle systems

ZW Bezemek, K Spiliopoulos - Stochastics and Partial Differential …, 2024 - Springer
We consider a collection of fully coupled weakly interacting diffusion processes moving in a
two-scale environment. We study the moderate deviations principle of the empirical …

Inference for large financial systems

K Giesecke, G Schwenkler… - Mathematical Finance, 2020 - Wiley Online Library
We treat the parameter estimation problem for mean‐field models of large interacting
financial systems such as the banking system and a pool of assets held by an institution or …

A dynamic network model of interbank lending—systemic risk and liquidity provisioning

A Capponi, X Sun, DD Yao - Mathematics of Operations …, 2020 - pubsonline.informs.org
We develop a dynamic model of interbank borrowing and lending activities in which banks
are organized into clusters, and adjust their monetary reserve levels to meet prescribed …

Parent-subsidiary dispersion, cost of debt and debt default: Evidence from China

B Li, Y Liang, Y Shahab, AA Gull, N Ashraf - Economic Modelling, 2022 - Elsevier
This paper examines whether parent-subsidiary dispersion affects the cost of debt. Prior
literature is silent on the relationship between firms' locations and debt cost in the unique …

Control of McKean--Vlasov SDEs with Contagion Through Killing at a State-Dependent Intensity

B Hambly, P Jettkant - arxiv preprint arxiv:2310.15854, 2023 - arxiv.org
We consider a novel McKean--Vlasov control problem with contagion through killing of
particles and common noise. Each particle is killed at an exponential rate according to an …