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The SLAM community has fallen into a "Confidence Trap" by prioritizing benchmark scores over principled uncertainty estimation. This yields systems that are geometrically accurate but probabilitistically inconsistent and brittle. We…

机器人学 · 计算机科学 2026-02-19 Sebastian Sansoni , Santiago Ramón Tosetti Sanz

The problem of estimation error of Expected Shortfall is analyzed, with a view of its introduction as a global regulatory risk measure.

风险管理 · 定量金融 2014-02-25 Imre Kondor

We develop a pricing rule for life insurance under stochastic mortality in an incomplete market by assuming that the insurance company requires compensation for its risk in the form of a pre-specified instantaneous Sharpe ratio. Our…

证券定价 · 定量金融 2008-12-02 Virginia R. Young

One of the most important studies in finance is to find out whether stock returns could be predicted. This research aims to create a new multivariate model, which includes dividend yield, earnings-to-price ratio, book-to-market ratio as…

计量经济学 · 经济学 2021-10-06 Jianying Xie

We propose a novel composite reward function for reinforcement learning in financial trading that balances return and risk using four differentiable terms: annualized return downside risk differential return and the Treynor ratio Unlike…

机器学习 · 计算机科学 2025-06-06 Uditansh Srivastava , Shivam Aryan , Shaurya Singh

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 2015-06-16 Arnaud De Myttenaere , Boris Golden , Bénédicte Le Grand , Fabrice Rossi

Maximum drawdown, the largest cumulative loss from peak to trough, is one of the most widely used indicators of risk in the fund management industry, but one of the least developed in the context of measures of risk. We formalize drawdown…

投资组合管理 · 定量金融 2016-09-22 Lisa R. Goldberg , Ola Mahmoud

This paper investigates how to measure common market risk factors using newly proposed Panel Quantile Regression Model for Returns. By exploring the fact that volatility crosses all quantiles of the return distribution and using penalized…

证券定价 · 定量金融 2017-08-30 Frantisek Cech , Jozef Barunik

Analytical, free of time consuming Monte Carlo simulations, framework for credit portfolio systematic risk metrics calculations is presented. Techniques are described that allow calculation of portfolio-level systematic risk measures…

风险管理 · 定量金融 2011-07-14 Mikhail Voropaev

The selection of the best classification algorithm for a given dataset is a very widespread problem. It is also a complex one, in the sense it requires to make several important methodological choices. Among them, in this work we focus on…

机器学习 · 计算机科学 2012-07-18 Vincent Labatut , Hocine Cherifi

Precision and accuracy, as two crucial criteria for quantum metrology, have previously lacked rigorous definitions and distinctions. In this paper, we provide a unified definition of precision and accuracy from the perspective of…

量子物理 · 物理学 2025-07-15 Cong-Gang Song , Qing-yu Cai

Statistical arbitrage exploits temporal price differences between similar assets. We develop a framework to jointly identify similar assets through factors, identify mispricing and form a trading policy that maximizes risk-adjusted…

机器学习 · 计算机科学 2025-10-14 Elliot L. Epstein , Rose Wang , Jaewon Choi , Markus Pelger

Predicting fund performance is beneficial to both investors and fund managers, and yet is a challenging task. In this paper, we have tested whether deep learning models can predict fund performance more accurately than traditional…

统计金融 · 定量金融 2023-08-01 Nghia Chu , Binh Dao , Nga Pham , Huy Nguyen , Hien Tran

Ratios of quantiles are often computed for income distributions as rough measures of inequality, and inference for such ratios have recently become available. The special case when the quantiles are symmetrically chosen; that is, when the…

统计方法学 · 统计学 2021-07-13 Luke A. Prendergast , Robert G. Staudte

We study the properties of Expected Shortfall from the point of view of financial risk management. This measure --- which emerges as a natural remedy in some cases where Value at Risk (VaR) is not able to distinguish portfolios which bear…

统计力学 · 物理学 2008-12-02 Carlo Acerbi , Claudio Nordio , Carlo Sirtori

Most people are risk-averse (risk-seeking) when they expect to gain (lose). Based on a generalization of ``expected utility theory'' which takes this into account, we introduce an automaton mimicking the dynamics of economic operations.…

统计力学 · 物理学 2009-11-07 C. Anteneodo , C. Tsallis , A. S. Martinez

The aim of this research is to give a simple framework to evaluate/quantize the "transparency" of a firm. We assume that the process of the firm value is only observable once in a while but is strongly correlated with the stock price which…

风险管理 · 定量金融 2009-10-27 Jirô Akahori , Yuuki Kanishi , Yuichi Morimura

Quantum metrology is a general term for methods to precisely estimate the value of an unknown parameter by actively using quantum resources. In particular, some classes of entangled states can be used to significantly suppress the…

量子物理 · 物理学 2015-05-01 Takanori Sugiyama

Algorithmic fairness is receiving significant attention in the academic and broader literature due to the increasing use of predictive algorithms, including those based on artificial intelligence. One benefit of this trend is that algorithm…

计算机与社会 · 计算机科学 2020-01-28 Pratyush Garg , John Villasenor , Virginia Foggo

We introduce the concept of coverage risk as an error measure for density ridge estimation. The coverage risk generalizes the mean integrated square error to set estimation. We propose two risk estimators for the coverage risk and we show…

统计方法学 · 统计学 2015-06-09 Yen-Chi Chen , Christopher R. Genovese , Shirley Ho , Larry Wasserman