Papers
Topics
Authors
Recent
Assistant
AI Research Assistant
Well-researched responses based on relevant abstracts and paper content.
Custom Instructions Pro
Preferences or requirements that you'd like Emergent Mind to consider when generating responses.
Gemini 2.5 Flash
Gemini 2.5 Flash 148 tok/s
Gemini 2.5 Pro 48 tok/s Pro
GPT-5 Medium 34 tok/s Pro
GPT-5 High 40 tok/s Pro
GPT-4o 101 tok/s Pro
Kimi K2 183 tok/s Pro
GPT OSS 120B 443 tok/s Pro
Claude Sonnet 4.5 35 tok/s Pro
2000 character limit reached

Stochastic dynamic programming under recursive Epstein-Zin preferences (2410.19181v2)

Published 24 Oct 2024 in math.OC

Abstract: This paper investigates discrete-time Markov decision processes with recursive utilities (or payoffs) defined by the classic CES aggregator and the Kreps-Porteus certainty equivalent operator. According to the classification introduced by Marinacci and Montrucchio, the aggregators that we consider are Thompson. We focus on the existence and uniqueness of a solution to the Bellman equation. Since the per-period utilities can be unbounded, we work with the weighted supremum norm. Our paper shows three major points for such models. Firstly, we prove that the Bellman equation can be obtained by the Banach fixed point theorem for contraction mappings acting on a standard complete metric space. Secondly, we need not assume any boundary conditions, which are present when the Thompson metric or the Du's theorem are used. Thirdly, our results give better bounds for the geometric convergence of the value iteration algorithm than those obtained by Du's fixed point theorem. Moreover, our techniques allow to derive the Bellman equation for some values of parameters in the CES aggregator and the Kreps-Porteus certainty equivalent that cannot be solved by Du's theorem for increasing and convex or concave operators acting on an ordered Banach space.

Summary

We haven't generated a summary for this paper yet.

Dice Question Streamline Icon: https://streamlinehq.com

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Lightbulb Streamline Icon: https://streamlinehq.com

Continue Learning

We haven't generated follow-up questions for this paper yet.

List To Do Tasks Checklist Streamline Icon: https://streamlinehq.com

Collections

Sign up for free to add this paper to one or more collections.