Deep Reinforcement Learning for Asset Management - Abu Dhabi Machine Mearning meetup (ADML) Presentation Slides

33 Pages Posted: 24 Mar 2022

See all articles by Eric Benhamou

Eric Benhamou

Université Paris Dauphine; AI For Alpha; EB AI Advisory; Université Paris-Dauphine, PSL Research University

Jean-Jacques Ohana

AI For Alpha

Date Written: March 6, 2022

Abstract

The motivation of this paper is to prove that Reinforcement Learning (RL) can shed new light on traditional asset management questions. We start by presenting two applications: strategy decoding and portfolio allocation before explaining how RL can revisit traditional financial problems and generalizing existing methods. We conclude the presentation on some mathematical foundations.

Keywords: Strategy Decoding, Portfolio Allocation, Reinforcement Learning

JEL Classification: C6, C63

Suggested Citation

Benhamou, Eric and Ohana, Jean-Jacques, Deep Reinforcement Learning for Asset Management - Abu Dhabi Machine Mearning meetup (ADML) Presentation Slides (March 6, 2022). Available at SSRN: https://ssrn.com/abstract=4050760

Eric Benhamou (Contact Author)

Université Paris Dauphine ( email )

Place du Maréchal de Tassigny
Paris, Cedex 16 75775
France

AI For Alpha ( email )

35 boulevard d'Inkermann
Neuilly sur Seine, 92200
France

EB AI Advisory ( email )

35 Boulevard d'Inkermann
Neuilly sur Seine, 92200
France

Université Paris-Dauphine, PSL Research University ( email )

Place du Maréchal de Lattre de Tassigny
Paris, 75016
France

Jean-Jacques Ohana

AI For Alpha ( email )

35 boulevard d'Inkermann
Neuilly sur Seine, 92200
France

Do you have a job opening that you would like to promote on SSRN?

Paper statistics

Downloads
39,922
Abstract Views
120,947
PlumX Metrics