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Portfolio diversification, traditionally measured through asset correlations and volatilitybased metrics, is fundamental to managing financial risk. However, existing diversification metrics often overlook non-numerical relationships…

投资组合管理 · 定量金融 2024-11-12 Sayyed Faraz Mohseni , Hamid R. Arian , Jean-François Bégin

When the regressors of a econometric linear model are nonorthogonal, it is well known that their estimation by ordinary least squares can present various problems that discourage the use of this model. The ridge regression is the most…

统计方法学 · 统计学 2024-07-04 Román Salmerón Gómez , Catalina García García , Guillermo Hortal Reina

Measuring systemic risk or fragility of financial systems is a ubiquitous task of fundamental importance in analyzing market efficiency, portfolio allocation, and containment of financial contagions. Recent attempts have shown that…

风险管理 · 定量金融 2015-05-21 Romeil Sandhu , Tryphon Georgiou , Allen Tannenbaum

Portfolio optimization in real-world financial markets is notoriously difficult due to non-stationarity, noisy data, and high transaction costs. Standard predict-then-optimize methods first forecast returns and then solve for weights,…

投资组合管理 · 定量金融 2026-05-29 Rahul Fernandes , Travis Desell

We derive a closed form portfolio optimization rule for an investor who is diffident about mean return and volatility estimates, and has a CRRA utility. The novelty is that confidence is here represented using ellipsoidal uncertainty sets…

投资组合管理 · 定量金融 2015-02-11 Sara Biagini , Mustafa Pinar

We derive the mapping between two of the most pervasive utility functions, the mean square error ($MSE$) and the concordance correlation coefficient (CCC, $\rho_c$). Despite its drawbacks, $MSE$ is one of the most popular performance…

机器学习 · 计算机科学 2020-07-03 Vedhas Pandit , Björn Schuller

The paper explores the concept of the \emph{expectile risk measure} within the framework of the Fundamental Risk Quadrangle (FRQ) theory. According to the FRQ theory, a quadrangle comprises four stochastic functions associated with a random…

风险管理 · 定量金融 2023-07-13 Viktor Kuzmenko , Anton Malandii , Stan Uryasev

The skew-stickiness-ratio (SSR), examined in detail by Bergomi in his book, is critically important to options traders, especially market makers. We present a model-free expression for the SSR in terms of the characteristic function. In the…

数理金融 · 定量金融 2024-06-25 Peter K. Friz , Jim Gatheral

The determination of an isotope ratio by secondary ion mass spectrometry (SIMS) traditionally involves averaging a number of ratios collected over the course of a measurement. We show that this method leads to an additive positive bias in…

天体物理仪器与方法 · 物理学 2014-03-13 R. C. Ogliore , G. R. Huss , K. Nagashima

The role of portfolio construction in the implementation of equity market neutral factors is often underestimated. Taking the classical momentum strategy as an example, we show that one can significantly improve the main strategy's features…

投资组合管理 · 定量金融 2018-10-22 Stefano Ciliberti , Stanislao Gualdi

Spectral risk measures are attractive risk measures as they allow the user to obtain risk measures that reflect their risk-aversion functions. To date there has been very little guidance on the choice of risk-aversion functions underlying…

风险管理 · 定量金融 2011-03-30 kevin dowd , john cotter

A new risk bound is presented for the problem of convex/concave function estimation, using the least squares estimator. The best known risk bound, as had appeared in \citet{GSvex}, scaled like $\log(en) n^{-4/5}$ under the mean squared…

统计理论 · 数学 2016-01-11 Sabyasachi Chatterjee

Despite the simplicity and intuitive interpretation of Minimum Mean Squared Error (MMSE) estimators, their effectiveness in certain scenarios is questionable. Indeed, minimizing squared errors on average does not provide any form of…

最优化与控制 · 数学 2019-12-09 Dionysios S. Kalogerias , Luiz F. O. Chamon , George J. Pappas , Alejandro Ribeiro

We study in this paper the consequences of using the Mean Absolute Percentage Error (MAPE) as a measure of quality for regression models. We show that finding the best model under the MAPE is equivalent to doing weighted Mean Absolute Error…

机器学习 · 统计学 2015-09-09 Arnaud De Myttenaere , Bénédicte Le Grand , Fabrice Rossi

Optimization of distortion riskmetrics with distributional uncertainty has wide applications in finance and operations research. Distortion riskmetrics include many commonly applied risk measures and deviation measures, which are not…

最优化与控制 · 数学 2022-02-25 Silvana Pesenti , Qiuqi Wang , Ruodu Wang

This paper studies a variation of the continuous-time mean-variance portfolio selection where a tracking-error penalization is added to the mean-variance criterion. The tracking error term penalizes the distance between the allocation…

计算金融 · 定量金融 2020-09-21 William Lefebvre , Gregoire Loeper , Huyên Pham

This paper introduces \emph{biased mean regression}, estimating the \emph{biased mean}, i.e., $\mathbb{E}[Y] + x$, where $x \in \mathbb{R}$. The approach addresses a fundamental statistical problem that covers numerous applications. For…

应用统计 · 统计学 2026-03-31 Anton Malandii , Stan Uryasev

The Brier score is a widely used metric evaluating overall performance of probabilistic predictions for binary outcomes in clinical research. However, its interpretation can be complex, as it does not align with commonly taught concepts in…

应用统计 · 统计学 2025-07-08 Linard Hoessly

In the paper a problem of risk measures on a discrete-time market model with transaction costs is studied. Strategy effectiveness and shortfall risk is introduced. This paper is a generalization of quantile hedging presented in [4].

数理金融 · 定量金融 2016-01-14 Michał Barski

We address the problem that classical risk measures may not detect the tail risk adequately. This can occur for instance due to averaging when calculating the Expected Shortfall. The current literature proposes the so-called adjusted…

数理金融 · 定量金融 2025-04-24 Jascha Alexander , Christian Laudagé , Jörn Sass