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Distributionally robust optimization involves various probability measures in its problem formulation. They can be bundled to constitute a risk functional. For this equivalence, risk functionals constitute a fundamental building block in…

最优化与控制 · 数学 2021-05-14 Alois Pichler , Alexander Shapiro

Distributional regression aims at estimating the conditional distribution of a targetvariable given explanatory co-variates. It is a crucial tool for forecasting whena precise uncertainty quantification is required. A popular methodology…

统计理论 · 数学 2024-11-22 Clément Dombry , Ahmed Zaoui

In order to properly manage risk, practitioners must understand the aggregate risks they are exposed to. Additionally, to properly price policies and calculate bonuses the relative riskiness of individual business units must be well…

风险管理 · 定量金融 2024-10-22 Andrew Fleck , Edward Furman , Yang Shen

We introduce a faithful representation of the heavy tail multivariate distribution of asset returns, as parsimonous as the Gaussian framework. Using calculation techniques of functional integration and Feynman diagrams borrowed from…

统计力学 · 物理学 2008-12-02 D. Sornette , J. V. Andersen , P. Simonetti

Insurance companies often operate across multiple interrelated lines of business (LOBs), and accounting for dependencies between them is essential for accurate reserve estimation and risk capital determination. In our previous work on the…

统计方法学 · 统计学 2025-09-09 Pengfei Cai , Anas Abdallah , Pratheepa Jeganathan

In this short note the theory for multivariate asset allocation with elliptically symmetric distributions of returns, as developed in the author's prior work, is specialized to the case of returns drawn from a multivariate Laplace…

投资组合管理 · 定量金融 2024-11-15 Graham L. Giller

In this paper we assume a multivariate risk model has been developed for a portfolio and its capital derived as a homogeneous risk measure. The Euler (or gradient) principle, then, states that the capital to be allocated to each component…

统计计算 · 统计学 2015-08-06 Rodrigo S. Targino , Gareth W. Peters , Pavel V. Shevchenko

We present a probabilistic viewpoint to multiple kernel learning unifying well-known regularised risk approaches and recent advances in approximate Bayesian inference relaxations. The framework proposes a general objective function suitable…

机器学习 · 统计学 2012-06-08 Hannes Nickisch , Matthias Seeger

Over the past decade, a combinatorial framework for discrete, finite, and irreversibly aggregating systems has emerged. This work reviews its progress, practical applications, and limitations. We outline the approach's assumptions and…

统计力学 · 物理学 2026-01-06 Michał Łepek , Agata Fronczak , Piotr Fronczak

Sampling from the conditional (or posterior) probability distribution of the latent states of a Hidden Markov Model, given the realization of the observed process, is a non-trivial problem in the context of Markov Chain Monte Carlo. To do…

统计理论 · 数学 2015-09-29 Sumeetpal S. Singh , Fredrik Lindsten , Eric Moulines

The classical approach to multivariate extreme value modelling assumes that the joint distribution belongs to a multivariate domain of attraction. This requires each marginal distribution be individually attracted to a univariate extreme…

统计理论 · 数学 2012-10-12 Sidney Resnick , David Zeber

Risk assessment for rare events is essential for understanding systemic stability in complex systems. As rare events are typically highly correlated, it is important to study heavy-tailed multivariate distributions of the relevant…

统计金融 · 定量金融 2025-12-02 Efstratios Manolakis , Anton J. Heckens , Benjamin Köhler , Thomas Guhr

In general insurance, risks from different categories are often modeled independently and their sum is regarded as the total risk the insurer takes on in exchange for a premium. The dependence from multiple risks is generally neglected even…

应用统计 · 统计学 2019-04-10 Sen Hu , T Brendan Murphy , Adrian O'Hagan

We compute the correlation functions mixing the powers of two non-commuting random matrices within the same trace. The angular part of the integration was partially known in the literature: we pursue the calculation and carry out the…

高能物理 - 理论 · 物理学 2008-11-26 M. Bertola , B. Eynard

In this paper we consider reinsurance or risk sharing from a macroeconomic point of view. Our aim is to find socially optimal reinsurance treaties. In our setting we assume that there are $n$ insurance companies each bearing a certain risk…

风险管理 · 定量金融 2021-07-21 Nicole Bäuerle , Alexander Glauner

We derive recursions for the probability distribution of random sums by computer algebra. Unlike the well-known Panjer-type recursions, they are of finite order and thus allow for computation in linear time. This efficiency is bought by the…

概率论 · 数学 2007-07-23 S. Gerhold , R. Warnung

We study a continuous-time asset-allocation problem for an insurance firm that backs up liabilities from multiple non-life business lines with underwriting profits and investment income. The insurance risks are captured via a…

投资组合管理 · 定量金融 2021-08-13 Rafael Serrano , Camilo Castillo

The European insurance sector will soon be faced with the application of Solvency 2 regulation norms. It will create a real change in risk management practices. The ORSA approach of the second pillar makes the capital allocation an…

风险管理 · 定量金融 2015-06-15 Véronique Maume-Deschamps , Didier Rullière , Khalil Said

In this paper, we deal with risk evaluation and risk-averse optimization of complex distributed systems with general risk functionals. We postulate a novel set of axioms for the functionals evaluating the total risk of the system. We derive…

最优化与控制 · 数学 2023-11-20 Aray Almen , Darinka Dentcheva

In this paper, we propose the multivariate range Value-at-Risk (MRVaR) and the multivariate range covariance (MRCov) as two risk measures and explore their desirable properties in risk management. In particular, we explain that such…

统计理论 · 数学 2023-05-17 Baishuai Zuo , Chuancun Yin , Jing Yao