Optimal ecological transition path of a credit portfolio distribution, based on Multidate Monge-Kantorovich formulation - Archive ouverte HAL
Pré-Publication, Document De Travail Année : 2021

Optimal ecological transition path of a credit portfolio distribution, based on Multidate Monge-Kantorovich formulation

Résumé

Accounting for climate transition risks is one of the most important challenges in the transition to a low-carbon economy. Banks are encouraged to align their investment portfolios to CO2 trajectories fixed by international agreements, showing the necessity of a quantitative methodology to implement it. We propose a mathematical formulation for this problem and a multistage optimization criterion for a transition between the current bank portfolio and a target one. The optimization Problem combines the Monge-Kantorovich formulation of optimal transport, for which the cost is defined according to the financial context, and a credit risk measure. We show that the problem is well-posed, and can be embedded into a saddle-point problem for which Primal-Dual algorithms can be used. We design a numerical scheme that is able to solve the problem in available time, with nice scalability properties according to the number of decision times; its numerical convergence is analysed. Last we test the model using real financial data, illustrating that the optimal portfolio alignment may differ from the naive interpolation between the initial portfolio and the target.
Fichier principal
Vignette du fichier
OptimalEcologicalTransition_vfinal_HAL.pdf (1.05 Mo) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)

Dates et versions

hal-03423114 , version 1 (09-11-2021)
hal-03423114 , version 2 (14-12-2022)

Identifiants

  • HAL Id : hal-03423114 , version 1

Citer

Emmanuel Gobet, Clara Lage. Optimal ecological transition path of a credit portfolio distribution, based on Multidate Monge-Kantorovich formulation. 2021. ⟨hal-03423114v1⟩
272 Consultations
281 Téléchargements

Partager

More