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相关论文: A Heterogeneous Agent Model of Mortgage Servicing:…

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We develop a novel two-layer approach for optimising mortgage relief products through a simulated multi-agent mortgage environment. While the approach is generic, here the environment is calibrated to the US mortgage market based on…

In economic modeling, there has been an increasing investigation into multi-agent simulators. Nevertheless, state-of-the-art studies establish the model based on reinforcement learning (RL) exclusively for specific agent categories, e.g.,…

多智能体系统 · 计算机科学 2023-11-30 Jialin Dong , Kshama Dwarakanath , Svitlana Vyetrenko

Urban systems, composed of households, businesses, and infrastructures, are continuously evolving and expanding. This has several implications because the impacts of disruptions, and the complexity and interdependence of systems, are…

系统与控制 · 电气工程与系统科学 2020-06-11 Mateusz Iwo Dubaniowski , Hans R. Heinimann

There has been a growing interest in multi-agent simulators in the domain of economic modeling. However, contemporary research often involves developing reinforcement learning (RL) based models that focus solely on a single type of agents,…

多智能体系统 · 计算机科学 2024-10-15 Kshama Dwarakanath , Jialin Dong , Svitlana Vyetrenko

We study a heterogeneous agent macroeconomic model with an infinite number of households and firms competing in a labor market. Each household earns income and engages in consumption at each time step while aiming to maximize a concave…

综合经济学 · 经济学 2023-03-10 Ruitu Xu , Yifei Min , Tianhao Wang , Zhaoran Wang , Michael I. Jordan , Zhuoran Yang

This work develops an agent-based model for the study of how the leverage through the use of repurchase agreements can function as a mechanism for the propagation and amplification of financial shocks in a financial system. Based on the…

计算金融 · 定量金融 2017-03-23 Leonardo dos Santos Pinheiro , Flavio Codeco COelho

This paper describes an agent-based model of interacting firms, in which interacting firm agents rationally invest capital and labor in order to maximize payoff. Both transactions and production are taken into account in this model. First,…

物理与社会 · 物理学 2009-11-13 Yuichi Ikeda , Hideaki Aoyama , Hiroshi Iyetomi , Yoshi Fujiwara , Wataru Souma , Taisei Kaizoji

In this paper, we propose a statistical aggregation method for agent-based models with heterogeneous agents that interact both locally on a complex adaptive network and globally on a market. The method combines three approaches from…

理论经济学 · 经济学 2020-11-04 Jakob J. Kolb , Finn Müller-Hansen , Jürgen Kurths , Jobst Heitzig

We have used agent-based modeling as our numerical method to artificially simulate a dynamic real economy where agents are rational maximizers of an objective function of Cobb-Douglas type. The economy is characterised by heterogeneous…

理论经济学 · 经济学 2024-01-17 Subhamon Supantha , Naresh Kumar Sharma

Economic inequality is a global challenge, intensifying disparities in education, healthcare, and social stability. Traditional systems like the U.S. federal income tax reduce inequality but lack adaptability. Although models like the Saez…

人工智能 · 计算机科学 2025-06-04 Jizhou Wang , Xiaodan Fang , Lei Huang , Yongfeng Huang

We develop a deep learning model of multi-period mortgage risk and use it to analyze an unprecedented dataset of origination and monthly performance records for over 120 million mortgages originated across the US between 1995 and 2014. Our…

统计金融 · 定量金融 2018-03-13 Justin Sirignano , Apaar Sadhwani , Kay Giesecke

Unfairness in mortgage lending has created generational inequality among racial and ethnic groups in the US. Many studies address this problem, but most existing work focuses on correlation-based techniques. In our work, we use the…

机器学习 · 计算机科学 2022-01-02 Sama Ghoba , Nathan Colaner

Nursing homes (NHs) are critical healthcare infrastructures for caring frail older adults with 24/7 formal care and personal assistance. Adequate NH resource planning is of great importance to ensure desired quality of care and resident…

系统与控制 · 电气工程与系统科学 2021-02-04 Xuxue Sun , Nazmus Sakib , Nan Kong , Hongdao Meng , Kathryn Hyer , Chris Masterson , Mingyang Li

Frequent and intensive disasters make the repeated and uncertain post-disaster recovery process. Despite the importance of the successful recovery process, previous simulation studies on the post-disaster recovery process did not explore…

计算机与社会 · 计算机科学 2024-01-15 Sangung Park , Jiawei Xue , Satish V. Ukkusuri

This paper presents a simple agent-based model of an economic system, populated by agents playing different games according to their different view about social cohesion and tax payment. After a first set of simulations, correctly…

综合金融 · 定量金融 2018-09-24 L. S. Di Mauro , A. Pluchino , A. E. Biondo

Urban displacement - when a household is forced to relocate due to conditions affecting its home or surroundings - often results from rising housing costs, particularly in wealthy, prosperous cities. However, its dynamics are complex and…

物理与社会 · 物理学 2018-08-29 Geoff Boeing

Understanding evacuation decision-making behaviour is one of the key components for designing disaster mitigation policies. This study investigates how communications between household agents in a community influence self-evacuation…

多智能体系统 · 计算机科学 2026-02-24 Made Krisnanda , Raymond Chiong , Yang Yang , Kirill Glavatskiy

Since beginning of the 2008 financial crisis almost half a trillion euros have been spent to financially assist EU member states in taxpayer-funded bail-outs. These crisis resolutions are often accompanied by austerity programs causing…

综合金融 · 定量金融 2016-10-03 Peter Klimek , Sebastian Poledna , J. Doyne Farmer , Stefan Thurner

We represent the functioning of the housing market and study the relation between income segregation, income inequality and house prices by introducing a spatial Agent-Based Model (ABM). Differently from traditional models in urban…

经济学 · 定量金融 2018-10-23 Marco Pangallo , Jean Pierre Nadal , Annick Vignes

In this paper, we investigate the impact of mortgage rates on home prices, and how the impact may be used to help property purchase discussions at individual buyer level and to adjust home price indices across time. A mortgage-rate-adjusted…

综合金融 · 定量金融 2022-07-08 Honggao Cao
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