JSAI2024

Presentation information

General Session

General Session » GS-5 Agents

[4B3-GS-5] Agents:

Fri. May 31, 2024 2:00 PM - 3:20 PM Room B (Concert hall)

座長:加藤 昇平(名古屋工業大学)

2:40 PM - 3:00 PM

[4B3-GS-5-03] Misspecifed Permanent Income Model

〇Kodai Adachi1, Kei Ikegami2, Atsushi Iwasaki1 (1. The University of Electro-Communications, 2. New York University)

Keywords:Permanent Income Model, Macroeconomics, Robust Control, Riccati Equation, Linear Quadratic Regulator

In economic systems, accurately modeling the dynamics and predicting outcomes pose significant challenges not only for data analysts but also for individual households. Ahn et al.(2014)and Bhandari et al.(2019)argue that individual households who fears the data generated by an unknown distortion of his approximating model dislike uncertainty. This paper addresses these challenges by extending the permanent income model to incorporate endowment misspecification, so that it represents nonlinear and time-dependent feedback of the past information. This misspecification is quantified through a restriction on the Kullback–Leibler divergence between an approximate model and a distorted model. This paper solves problems of worst-case robust performance by transforming a constrained minimax problem into the corresponding multiplier problem using Lagrange duality, and finally applying it to linear quadratic regulator defined by discrete-time Riccati Equation. We confirm that consumption in each period remained constant and savings tends to increase without being influenced by endowment, as the magnitude of misspecification increases.

Authentication for paper PDF access

A password is required to view paper PDFs. If you are a registered participant, please log on the site from Participant Log In.
You could view the PDF with entering the PDF viewing password bellow.

Password