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One of the findings of the recent literature is that the 2008 financial crisis caused reduction in international diversification benefits. To fully understand the possible potential from diversification, we build an empirical model which…

投资组合管理 · 定量金融 2013-09-27 Krenar Avdulaj , Jozef Barunik

Signals coming from multivariate higher order conditional moments as well as the information contained in exogenous covariates, can be effectively exploited by rational investors to allocate their wealth among different risky investment…

投资组合管理 · 定量金融 2016-01-21 Mauro Bernardi , Leopoldo Catania

Finding parametric models that accurately describe the dependence structure of observed data is a central task in the analysis of time series. Classical frequency domain methods provide a popular set of tools for fitting and diagnostics of…

统计方法学 · 统计学 2019-01-18 Stefan Birr , Tobias Kley , Stanislav Volgushev

Energy markets are strategic to governments and economic development. Several commodities compete as substitutable energy sources and energy diversifiers. Such competition reduces the energy vulnerability of countries as well as portfolios'…

投资组合管理 · 定量金融 2018-11-07 Hayette Gatfaoui

In actuarial research, a task of particular interest and importance is to predict the loss cost for individual risks so that informative decisions are made in various insurance operations such as underwriting, ratemaking, and capital…

应用统计 · 统计学 2019-10-15 Peng Shi , Zifeng Zhao

We introduce a general approach for modeling the dynamic of multivariate time series when the data are of mixed type (binary/count/continuous). Our method is quite flexible and conditionally on past values, each coordinate at time $t$ can…

统计方法学 · 统计学 2021-04-05 Zinsou Max Debaly , Lionel Truquet

We introduce a novel model for time-varying, asymmetric, tail-dependent copulas in high dimensions that incorporates both spectral dynamics and regularization. The dynamics of the dependence matrix' eigenvalues are modeled in a score-driven…

计量经济学 · 经济学 2026-01-21 Koos B. Gubbels , Andre Lucas

Modeling returns on large portfolios is a challenging problem as the number of parameters in the covariance matrix grows as the square of the size of the portfolio. Traditional correlation models, for example, the dynamic conditional…

统计方法学 · 统计学 2024-06-25 Lupe Shun Hin Chan , Amanda Man Ying Chu , Mike Ka Pui So

Vine copulas are a flexible tool for multivariate non-Gaussian distributions. For data from an observational study where the explanatory variables and response variables are measured together, a proposed vine copula regression method uses…

统计方法学 · 统计学 2019-10-30 Bo Chang , Harry Joe

We study how to assess the potential benefit of diversifying an equity portfolio by investing within and across equity sectors. We analyse 20 years of US stock price data, which includes the global financial crisis (GFC) and the COVID-19…

投资组合管理 · 定量金融 2022-06-22 Nick James , Max Menzies , Georg A. Gottwald

The benefits of diversifying risks are difficult to estimate quantitatively because of the uncertainties in the dependence structure between the risks. Also, the modelling of multidimensional dependencies is a non-trivial task. This paper…

风险管理 · 定量金融 2011-11-11 Jean-Philippe Bruneton

Using a large set of daily US and Japanese stock returns, we test in detail the relevance of Student models, and of more general elliptical models, for describing the joint distribution of returns. We find that while Student copulas provide…

统计金融 · 定量金融 2012-06-05 Rémy Chicheportiche , Jean-Philippe Bouchaud

In this study, we propose a new formula for spread option pricing with the dependence of two assets described by a copula function. The advantage of the proposed method is that it requires only the numerical evaluation of a one-dimensional…

证券定价 · 定量金融 2023-08-31 Edoardo Berton , Lorenzo Mercuri

The heterogeneous autoregressive (HAR) model is revised by modeling the joint distribution of the four partial-volatility terms therein involved. Namely, today's, yesterday's, last week's and last month's volatility components. The joint…

计量经济学 · 经济学 2019-07-22 Martin Magris

We analyze the statistical dependency structure of the S&P 500 constituents in the 4-year period from 2007 to 2010 using intraday data from the New York Stock Exchange's TAQ database. With a copula-based approach, we find that the…

统计金融 · 定量金融 2015-05-27 Michael C. Münnix , Rudi Schäfer

The mean-variance portfolio model, based on the risk-return trade-off for optimal asset allocation, remains foundational in portfolio optimization. However, its reliance on restrictive assumptions about asset return distributions limits its…

投资组合管理 · 定量金融 2025-04-17 Savita Pareek , Sujit K. Ghosh

The estimation of dependencies between multiple variables is a central problem in the analysis of financial time series. A common approach is to express these dependencies in terms of a copula function. Typically the copula function is…

Accurately estimating risk measures for financial portfolios is critical for both financial institutions and regulators. However, many existing models operate at the aggregate portfolio level and thus fail to capture the complex…

投资组合管理 · 定量金融 2023-02-10 Emanuel Sommer , Karoline Bax , Claudia Czado

Copulas provide an attractive approach for constructing multivariate distributions with flexible marginal distributions and different forms of dependences. Of particular importance in many areas is the possibility of explicitly forecasting…

统计方法学 · 统计学 2018-05-22 Feng Li , Yanfei Kang

Analysing dependent risks is an important task for insurance companies. A dependency is reflected in the fact that information about one random variable provides information about the likely distribution of values of another random…

应用统计 · 统计学 2021-03-22 Sen Hu , Adrian O'Hagan
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