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Parametric factor copula models typically work well in modeling multivariate dependencies due to their flexibility and ability to capture complex dependency structures. However, accurately estimating the linking copulas within these models…

统计方法学 · 统计学 2025-10-22 Bahareh Ghanbari , Pavel Krupskiy , Laleh Tafakori , Yan Wang

Copula modelling has in the past decade become a standard tool in many areas of applied statistics. However, a largely neglected aspect concerns the design of related experiments. Particularly the issue of whether the estimation of copula…

统计方法学 · 统计学 2014-06-12 Elisa Perrone , Werner G. Müller

Many types of bounded data defined on the unit interval arise naturally as ratios of the form $X/(X + Y)$. In the existing literature, the main statistical models proposed for this type of bounded data typically based on the assumption that…

统计方法学 · 统计学 2026-03-04 Roberto Vila , Felipe Quintino , Marcelo Bourguignon

This paper presents a model of capital accumulation for a large number of heterogenous producer-consumers in an exchange space in which interactions depend on agents' positions. Each agent is described by his production, consumption, stock…

综合金融 · 定量金融 2019-09-26 Pierre Gosselin , Aïleen Lotz , Marc Wambst

It is widely assumed that increases in economic productivity necessarily lead to economic growth. In this paper, it is shown that this is not always the case. An idealized model of an economy is presented in which a new technology allows…

综合经济学 · 经济学 2024-11-26 Casey O. Barkan

We propose the extension of Fr\'{e}chet-Hoeffding copula bounds for circular data. The copula is a powerful tool for describing the dependency of random variables. In two dimensions, the Fr\'{e}chet-Hoeffding upper (lower) bound indicates…

统计理论 · 数学 2023-11-17 Hiroaki Ogata

Multi-agent imitation learning aims to train multiple agents to perform tasks from demonstrations by learning a mapping between observations and actions, which is essential for understanding physical, social, and team-play systems. However,…

机器学习 · 计算机科学 2021-07-13 Hongwei Wang , Lantao Yu , Zhangjie Cao , Stefano Ermon

To estimate cosmological parameters from a given dataset, we need to construct a likelihood function, which sometimes has a complicated functional form. We introduce the copula, a mathematical tool to construct an arbitrary multivariate…

宇宙学与河外天体物理 · 物理学 2011-02-25 Masanori Sato , Kiyotomo Ichiki , Tsutomu T. Takeuchi

The study of dependence between random variables is the core of theoretical and applied statistics. Static and dynamic copula models are useful for describing the dependence structure, which is fully encrypted in the copula probability…

统计方法学 · 统计学 2018-03-20 Dominque Guégan , Matteo Iacopini

Verification and validation of fully automated vehicles is linked to an almost intractable challenge of reflecting the real world with all its interactions in a virtual environment. Influential stochastic parameters need to be extracted…

应用统计 · 统计学 2022-11-22 Katrin Lotto , Thomas Nagler , Mladjan Radic

We study a new measure of codependency in the second moment of a continuous-time multivariate asset price process, which we name the realized copula of volatility. The statistic is based on local volatility estimates constructed from…

计量经济学 · 经济学 2026-04-22 Kim Christensen , Wenjing Liu , Zhi Liu , Yoann Potiron

Labor share, the fraction of economic output accrued as wages, is inexplicably declining in industrialized countries. Whilst numerous prior works attempt to explain the decline via economic factors, our novel approach links the decline to…

综合经济学 · 经济学 2024-01-05 B. N. Kausik

Industries learn productivity improvements from their suppliers. The observed empirical importance of these interactions, often omitted by input-output models, mandates larger attention. This article embeds interdependent total factor…

理论经济学 · 经济学 2023-12-27 Thomas M. Bombarde , Andrew L. Krause

I present a new estimation procedure for production functions with latent group structures. I consider production functions that are heterogeneous across groups but time-homogeneous within groups, and where the group membership of the firms…

计量经济学 · 经济学 2022-03-07 Daniel Czarnowske

In conditional copula models, the copula parameter is deterministically linked to a covariate via the calibration function. The latter is of central interest for inference and is usually estimated nonparametrically. However, when a…

统计方法学 · 统计学 2014-03-19 Elif F. Acar , Radu V. Craiu , Fang Yao

This article presents factor copula approaches to model temporal dependency of non-Gaussian (continuous/discrete) longitudinal data. Factor copula models are canonical vine copulas which explain the underlying dependence structure of a…

统计方法学 · 统计学 2025-02-18 Subhajit Chattopadhyay

As countries develop, the relative importance of agriculture declines and economic activity becomes spatially concentrated. We develop a model integrating structural change and regional disparities to jointly capture these phenomena. A key…

综合经济学 · 经济学 2024-12-06 Clement E. Bohr , Marti Mestieri , Frederic Robert-Nicoud

Gaussian copulas are widely used in the industry to correlate two random variables when there is no prior knowledge about the co-dependence between them. The perturbed Gaussian copula approach allows introducing the skew information of both…

证券定价 · 定量金融 2012-02-10 Alberto Elices , Jean-Pierre Fouque

We propose a copula based method to handle missing values in multivariate data of mixed types in multilevel data sets. Building upon the extended rank likelihood of \cite{hoff2007extending} and the multinomial probit model, our model is a…

统计方法学 · 统计学 2017-02-28 Jiali Wang , Bronwyn Loong , Anton H. Westveld , Alan H. Welsh

We show that an economic system populated by multiple agents generates an equilibrium distribution in the form of multiple scaling laws of conditional PDFs, which are sufficient for characterizing the probability distribution. The existence…

综合金融 · 定量金融 2010-03-12 Hideaki Aoyama , Yoshi Fujiwara , Mauro Gallegati