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We consider the Scenario Convex Program (SCP) for two classes of optimization problems that are not tractable in general: Robust Convex Programs (RCPs) and Chance-Constrained Programs (CCPs). We establish a probabilistic bridge from the…

最优化与控制 · 数学 2014-06-18 Peyman Mohajerin Esfahani , Tobias Sutter , John Lygeros

We consider a collection of derivatives that depend on the price of an underlying asset at expiration or maturity. The absence of arbitrage is equivalent to the existence of a risk-neutral probability distribution on the price; in…

计算金融 · 定量金融 2020-03-09 Shane Barratt , Jonathan Tuck , Stephen Boyd

We consider a class of optimal portfolio choice problems in continuous time where the agent's transactions create both transient cross-impact driven by a matrix-valued Volterra propagator, as well as temporary price impact. We formulate…

投资组合管理 · 定量金融 2026-02-20 Eduardo Abi Jaber , Eyal Neuman , Sturmius Tuschmann

From an optimizer's perspective, achieving the global optimum for a general nonconvex problem is often provably NP-hard using the classical worst-case analysis. In the case of Cox's proportional hazards model, by taking its statistical…

统计理论 · 数学 2021-07-07 Jianqing Fan , Wenyan Gong , Qiang Sun

We consider a controlled diffusion process $(X_t)_{t\ge 0}$ where the controller is allowed to choose the drift $\mu_t$ and the volatility $\sigma_t$ from a set $\K(x) \subset \R\times (0,\infty)$ when $X_t=x$. By choosing the largest…

概率论 · 数学 2013-07-16 Nicole Bauerle , Erhan Bayraktar

Stochastic algorithms are among the best for solving computationally hard search and reasoning problems. The runtime of such procedures is characterized by a random variable. Different algorithms give rise to different probability…

人工智能 · 计算机科学 2013-02-08 Carla P. Gomes , Bart Selman

We consider the problem of portfolio optimization in the presence of market impact, and derive optimal liquidation strategies. We discuss in detail the problem of finding the optimal portfolio under Expected Shortfall (ES) in the case of…

投资组合管理 · 定量金融 2011-02-22 Fabio Caccioli , Susanne Still , Matteo Marsili , Imre Kondor

This paper considers a class of stochastic control problems with implicitly defined objective functions, which are the sources of time-inconsistency. We study the closed-loop equilibrium solutions in a general controlled diffusion…

最优化与控制 · 数学 2023-12-29 Zongxia Liang , Jianming Xia , Keyu Zhang

We study the portfolio problem of maximizing the outperformance probability over a random benchmark through dynamic trading with a fixed initial capital. Under a general incomplete market framework, this stochastic control problem can be…

投资组合管理 · 定量金融 2015-03-19 Tim Leung , Qingshuo Song , Jie Yang

This paper considers risk-sensitive model predictive control for stochastic systems with a decision-dependent distribution. This class of systems is commonly found in human-robot interaction scenarios. We derive computationally tractable…

最优化与控制 · 数学 2025-06-02 Renzi Wang , Mathijs Schuurmans , Panagiotis Patrinos

Optimized certainty equivalents (OCEs) is a family of risk measures widely used by both practitioners and academics. This is mostly due to its tractability and the fact that it encompasses important examples, including entropic risk…

最优化与控制 · 数学 2022-06-07 Julio Backhoff Veraguas , A. Max Reppen , Ludovic Tangpi

In this paper, we investigate a portfolio selection problem with transaction costs under a two-factor stochastic volatility structure, where volatility follows a mean-reverting process with a stochastic mean-reversion level. The model…

数理金融 · 定量金融 2025-11-18 Dong Yan , Ke Zhou , Zirun Wang , Xin-Jiang He

Portfolio optimization is a task that investors use to determine the best allocations for their investments, and fund managers implement computational models to help guide their decisions. While one of the most common portfolio optimization…

投资组合管理 · 定量金融 2023-08-23 Kapil Panda

This paper develops a safety analysis method for stochastic systems that is sensitive to the possibility and severity of rare harmful outcomes. We define risk-sensitive safe sets as sub-level sets of the solution to a non-standard optimal…

系统与控制 · 电气工程与系统科学 2022-06-28 Margaret P. Chapman , Riccardo Bonalli , Kevin M. Smith , Insoon Yang , Marco Pavone , Claire J. Tomlin

We present an exact algorithm for mean-risk optimization subject to a budget constraint, where decision variables may be continuous or integer. The risk is measured by the covariance matrix and weighted by an arbitrary monotone function,…

最优化与控制 · 数学 2017-05-08 Christoph Buchheim , Marianna De Santis , Francesco Rinaldi , Long Trieu

For $n$ assets and discrete-time rebalancing, the probability to complete a given schedule of investments and withdrawals is maximized over progressively measurable portfolio weight functions. Applications consider two assets, namely the…

投资组合管理 · 定量金融 2024-10-22 Hayden Brown

The instability of historical risk factor correlations renders their use in estimating portfolio risk extremely questionable. In periods of market stress correlations of risk factors have a tendency to quickly go well beyond estimated…

适应与自组织系统 · 物理学 2008-12-10 Vineer Bhansali , Mark B. Wise

We maximize the expected utility from terminal wealth for an HARA investor when the market price of risk is an unobservable random variable. We compute the optimal portfolio explicitly and explore the effects of learning by comparing it…

投资组合管理 · 定量金融 2015-02-11 Michele Longo , Alessandra Mainini

Pension schemes all over the world are under increasing pressure to efficiently hedge the longevity risk posed by ageing populations. In this work, we study an optimal investment problem for a defined contribution pension scheme which…

风险管理 · 定量金融 2020-05-22 Ankush Agarwal , Christian-Oliver Ewald , Yongjie Wang

We study the problem of portfolio insurance from the point of view of a fund manager, who guarantees to the investor that the portfolio value at maturity will be above a fixed threshold. If, at maturity, the portfolio value is below the…

风险管理 · 定量金融 2011-02-23 Carmine De Franco , Peter Tankov
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