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The purpose of these notes is to provide a systematic quantitative framework - in what is intended to be a "pedagogical" fashion - for discussing mean-reversion and optimization. We start with pair trading and add complexity by following…

投资组合管理 · 定量金融 2016-02-15 Zura Kakushadze

We propose a model for equity trading in a population of agents where each agent acts to achieve his or her target stock-to-bond ratio, and, as a feedback mechanism, follows a market adaptive strategy. In this model only a fraction of…

交易与市场微观结构 · 定量金融 2018-11-14 Misha Perepelitsa , Ilya Timofeyev

The Sharpe ratio is a way to compare the excess returns (over the risk free asset) of portfolios for each unit of volatility that is generated by a portfolio. In this paper we introduce a robust Sharpe ratio portfolio under the assumption…

投资组合管理 · 定量金融 2020-05-28 Juan F. Monge , Mercedes Landete , José L. Ruiz

We develop a stochastic approximation-type algorithm to solve finite state/action, infinite-horizon, risk-aware Markov decision processes. Our algorithm has two loops. The inner loop computes the risk by solving a stochastic saddle-point…

最优化与控制 · 数学 2019-12-05 Wenjie Huang , William B. Haskell

Sharpe ratio is widely used in asset management to compare and benchmark funds and asset managers. It computes the ratio of the excess return over the strategy standard deviation. However, the elements to compute the Sharpe ratio, namely,…

统计金融 · 定量金融 2019-05-15 Eric Benhamou

Fast and accurate optimization and simulation is widely becoming a necessity for large scale transmission resiliency and planning studies such as N-1 SCOPF, batch contingency solvers, and stochastic power flow. Current commercial tools,…

系统与控制 · 电气工程与系统科学 2021-03-30 Aayushya Agarwal , Amritanshu Pandey , Larry Pileggi

This paper studies a continuous-time portfolio selection problem under a general distribution of random risk aversion (RRA). We provide a complete characterization of all deterministic equilibrium strategies in closed form. Our results show…

数理金融 · 定量金融 2026-02-02 Weilun Cheng , Zongxia Liang , Sheng Wang , Jianming Xia

A theoretical model of systemic-risk propagation of financial market is analyzed for stability. The state equation is an unsteady diffusion equation with a nonlinear logistic growth term, where the diffusion process captures the spread of…

数理金融 · 定量金融 2025-11-18 Jiacheng Wu

Classical reverse diffusion is generated by changing the drift at fixed noise. We show that the quantum version of this principle obeys an exact law with a sharp phase boundary. For Gaussian pure-loss dynamics, the canonical model of…

量子物理 · 物理学 2026-03-20 Ammar Fayad

The phase shift rules enable the estimation of the derivative of a quantum state with respect to phase parameters, providing valuable insights into the behavior and dynamics of quantum systems. This capability is essential in quantum…

量子物理 · 物理学 2023-09-15 L. A. Markovich , S. Malikis , S. Polla , J. T. Brugués

Direct simulation of biomolecular dynamics in thermal equilibrium is challenging due to the metastable nature of conformation dynamics and the computational cost of molecular dynamics. Biased or enhanced sampling methods may improve the…

化学物理 · 物理学 2015-06-12 Benjamin Trendelkamp-Schroer , Frank Noe

We consider rate swaps which pay a fixed rate against a floating rate in presence of bid-ask spread costs. Even for simple models of bid-ask spread costs, there is no explicit strategy optimizing an expected function of the hedging error.…

计算金融 · 定量金融 2016-04-13 Christophe Michel , Victor Reutenauer , Denis Talay , Etienne Tanré

This paper studies the problem of determining the optimal cut-off for pairs trading rules. We consider two correlated assets whose spread is modelled by a mean-reverting process with stochastic volatility, and the optimal pair trading rule…

数理金融 · 定量金融 2014-12-25 Minh Man Ngo , Huyen Pham

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

The optimal strategies for a long-term static investor are studied. Given a portfolio of a stock and a bond, we derive the optimal allocation of the capitols to maximize the expected long-term growth rate of a utility function of the…

投资组合管理 · 定量金融 2014-10-16 Lingjiong Zhu

In this paper, we develop and analyze an integral fixed-time sliding mode control method for a scenario in which the system model is only partially known, utilizing Gaussian processes. We present two theorems on fixed-time convergence. The…

系统与控制 · 电气工程与系统科学 2025-05-30 Chaimae El Mortajinea , Moussa Labbadib , Adnane Saoudc , Mostafa Bouzia

In this paper, the optimal mean-reverting portfolio (MRP) design problem is considered, which plays an important role for the statistical arbitrage (a.k.a. pairs trading) strategy in financial markets. The target of the optimal MRP design…

投资组合管理 · 定量金融 2018-03-09 Ziping Zhao , Rui Zhou , Zhongju Wang , Daniel P. Palomar

In this paper we study optimal trading strategies in a financial market in which stock returns depend on a hidden Gaussian mean reverting drift process. Investors obtain information on that drift by observing stock returns. Moreover, expert…

投资组合管理 · 定量金融 2024-07-01 Abdelali Gabih , Hakam Kondakji , Ralf Wunderlich

This study presents an unsupervised machine learning approach for optimizing Profit and Loss (PnL) in quantitative finance. Our algorithm, akin to an unsupervised variant of linear regression, maximizes the Sharpe Ratio of PnL generated…

统计金融 · 定量金融 2024-01-12 Pierre Renucci

A growing empirical literature suggests that equity-premium predictability is state dependent, with much of the forecasting power concentrated around recessionary periods (Henkel et al., 2011; Dangl and Halling, 2012; Devpura et al., 2018).…

统计金融 · 定量金融 2025-12-30 Ilias Aarab