Phi-Mac Seminar – Silvana Pesenti (UofT) – Risk Budgeting Allocation for Dynamic Risk Measures
Feb 16, 2024
11:00AM to 12:00PM
Date/Time
Date(s) - 16/02/2024
11:00 am - 12:00 pm
Location: Hamilton Hall 406
Speaker: Silvana Pesenti (University of Toronto)
Title: Risk Budgeting Allocation for Dynamic Risk Measures
Abstract: We define and develop an approach for risk budgeting allocation – a risk diversification portfolio strategy – where risk is measured using a dynamic time-consistent risk measure. For this, we introduce a notion of dynamic risk contributions that generalise the classical Euler contributions and which allow us to obtain dynamic risk contributions in a recursive manner. We prove that, for the class of coherent dynamic distortion risk measures, the risk allocation problem may be recast as a sequence of strictly convex optimisation problems. Moreover, we show that self-financing dynamic risk budgeting strategies with initial wealth of 1 are scaled versions of the solution of the sequence of convex optimisation problems. Furthermore, we develop an actor-critic approach, leveraging the elicitability of dynamic risk measures, to solve for risk budgeting strategies using deep learning.