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Logistic Regression and Support Vector Machine algorithms, together with Linear and Non-Linear Deep Neural Networks, are applied to lending data in order to replicate lender acceptance of loans and predict the likelihood of default of…

风险管理 · 定量金融 2019-07-04 Jeremy D. Turiel , Tomaso Aste

Interbank contagion can theoretically exacerbate losses in a financial system and lead to additional cascade defaults during downturn. In this paper we produce default analysis using both regression and neural network models to verify…

风险管理 · 定量金融 2020-05-29 Riccardo Doyle

This paper explores whether unconventional monetary policy operations have redistributive effects on household wealth. Drawing on household balance sheet data from the Wealth and Asset Survey, we construct monthly time series indicators on…

综合经济学 · 经济学 2019-12-23 Anastasios Evgenidis , Apostolos Fasianos

An important question in economics is how people choose between different payments in the future. The classical normative model predicts that a decision maker discounts a later payment relative to an earlier one by an exponential function…

理论经济学 · 经济学 2020-01-09 Alexander T. I. Adamou , Yonatan Berman , Diomides P. Mavroyiannis , Ole B. Peters

The effect of particle-nonconserving processes on the steady state of driven diffusive systems is studied within the context of a generalized ABC model. It is shown that in the limit of slow nonconserving processes, the large deviation…

统计力学 · 物理学 2012-02-17 Or Cohen , David Mukamel

We study a pure-exchange incomplete-market economy with heterogeneous agents. In each period, the agents choose how much to save (i.e., invest in a risk-free bond), how much to consume, and which bundle of goods to consume while their…

理论经济学 · 经济学 2021-03-23 Bar Light

Private credit assets under management grew from \$158 billion in 2010 to nearly \$2 trillion globally by mid-2024, fundamentally reshaping corporate credit markets. This paper provides a systematic survey of the academic literature on…

综合金融 · 定量金融 2026-03-17 Jiacheng Zou

Cross-sectional dispersion in firm-level realized skewness is significantly and negatively related to future stock market returns. The predictive power of skewness dispersion is robust to in-sample and out-of-sample estimation and is…

综合金融 · 定量金融 2026-04-10 Mykola Babiak , Jozef Barunik , Josef Kurka

In normal times, it is assumed that financial institutions operating in non-overlapping sectors have complementary and distinct outcomes, typically reflected in mostly uncorrelated outcomes and asset returns. Such is the reasoning behind…

综合经济学 · 经济学 2021-01-19 Sayuj Choudhari , Richard Licheng Zhu

Discrete choice models (DCMs) are used to analyze individual decision-making in contexts such as transportation choices, political elections, and consumer preferences. DCMs play a central role in applied econometrics by enabling inference…

机器学习 · 统计学 2025-12-19 Daniel F. Villarraga , Ricardo A. Daziano

A macroeconomic model based on the economic variables (i) assets, (ii) leverage (defined as debt over asset) and (iii) trust (defined as the maximum sustainable leverage) is proposed to investigate the role of credit in the dynamics of…

经济学 · 定量金融 2016-08-24 Jeroen Rozendaal , Yannick Malevergne , Didier Sornette

Predicting the economy's short-term dynamics -- a vital input to economic agents' decision-making process -- often uses lagged indicators in linear models. This is typically sufficient during normal times but could prove inadequate during…

综合经济学 · 经济学 2024-05-21 James T. E. Chapman , Ajit Desai

I introduce a high-dimensional Bayesian vector autoregressive (BVAR) framework designed to estimate the effects of conventional monetary policy shocks. The model captures structural shocks as latent factors, enabling computationally…

计量经济学 · 经济学 2025-05-13 Dimitris Korobilis

Systemic risk in banking systems remains a crucial issue that it has not been completely understood. In our toy model, banks are exposed to two sources of risks, namely, market risk from their investments in assets external to the banking…

风险管理 · 定量金融 2017-02-24 Aki-Hiro Sato , Paolo Tasca , Takashi Isogai

What grounds the rule of thumb that a(n American) retiree can safely withdraw 4% of their initial retirement wealth in their first year of retirement, then increase that rate of consumption with inflation? I address that question with a…

应用统计 · 统计学 2025-12-09 Drew M. Thomas

I study the role of industries' position in supply chains in shaping the transmission of final demand shocks. First, I use a novel shift-share design leveraging destination-specific final demand shocks and a new measure of destination…

综合经济学 · 经济学 2025-04-08 Alessandro Ferrari

Foreign exchange and credit derivatives increase the bank's contributions to systemic risk. Interest rate derivatives decrease it. The proportion of non-performing loans over total loans and the leverage ratio have stronger impact on…

风险管理 · 定量金融 2022-02-07 Sergio Mayordomo , Maria Rodriguez-Moreno , Juan Ignacio Peña

The problem of integrating renewables and storage into a distribution network is considered under two integration models: (i) a centralized model involving a retail utility that owns the integration as part of its portfolio of energy…

最优化与控制 · 数学 2016-01-12 Liyan Jia , Lang Tong

We introduce a binary regression accounting-based model for bankruptcy prediction of small and medium enterprises (SMEs). The main advantage of the model lies in its predictive performance in identifying defaulted SMEs. Another advantage,…

统计方法学 · 统计学 2013-12-11 Raffaella Calabrese , Giampiero Marra , Silvia Angela Osmetti

Motivated by applications of quantum computers in Gibbs sampling from continuous real-valued functions, we ask whether such algorithms can provide practical advantages for machine learning models trained on classical data and seek measures…

机器学习 · 计算机科学 2025-02-20 Noah A. Crum , Leanto Sunny , Pooya Ronagh , Raymond Laflamme , Radhakrishnan Balu , George Siopsis