Akihiko Takahashi

Generating Synthetic Stock Return Distributions with Diffusion Models

Modeling the probability distribution of stock returns is a fundamental challenge in quantitative finance, with significant implications for risk management, derivative pricing, and portfolio optimization. This paper proposes a diffusion-based generative framework tailored to the statistical characteristics of financia...