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Recent results in the study of the Hamilton Jacobi Bellman (HJB) equation have led to the discovery of a formulation of the value function as a linear Partial Differential Equation (PDE) for stochastic nonlinear systems with a mild…

最优化与控制 · 数学 2014-02-13 Matanya B. Horowitz , Joel W. Burdick

In this paper, we investigate a sparse optimal control of continuous-time stochastic systems. We adopt the dynamic programming approach and analyze the optimal control via the value function. Due to the non-smoothness of the $L^0$ cost…

最优化与控制 · 数学 2021-09-17 Kaito Ito , Takuya Ikeda , Kenji Kashima

In intertemporal settings, the multiattribute utility theory of Kihlstrom and Mirman suggests the application of a concave transform of the lifetime utility index. This construction, while allowing time and risk attitudes to be separated,…

数理金融 · 定量金融 2024-10-07 Luca De Gennaro Aquino , Sascha Desmettre , Yevhen Havrylenko , Mogens Steffensen

We study the problem of computing the value function from a discretely-observed trajectory of a continuous-time diffusion process. We develop a new class of algorithms based on easily implementable numerical schemes that are compatible with…

机器学习 · 计算机科学 2024-07-09 Wenlong Mou , Yuhua Zhu

We investigate the large-time behavior of the value functions of the optimal control problems on the $n$-dimensional torus which appear in the dynamic programming for the system whose states are governed by random changes. From the point of…

偏微分方程分析 · 数学 2013-03-13 Hiroyoshi Mitake , Hung V. Tran

Optimal feedback controllers for nonlinear systems can be derived by solving the Hamilton-Jacobi-Bellman (HJB) equation. However, because the HJB is a nonlinear partial differential equation, numerical methods typically provide only…

最优化与控制 · 数学 2026-03-25 Morgan Jones , Matthew Peet

Jumps and market microstructure noise are stylized features of high-frequency financial data. It is well known that they introduce bias in the estimation of volatility (including integrated and spot volatilities) of assets, and many methods…

计量经济学 · 经济学 2023-02-20 Qiang Liu , Zhi Liu

We consider a multidimensional Ito semimartingale regularly sampled on [0,t] at high frequency 1/\Delta_n, with \Delta_n going to zero. The goal of this paper is to provide an estimator for the integral over [0,t] of a given function of the…

概率论 · 数学 2012-12-11 Jean Jacod , Mathieu Rosenbaum

We study long-term growth-optimal strategies on a simple market with linear proportional transaction costs. We show that several problems of this sort can be solved in closed form, and explicit the non-analytic dependance of optimal…

统计力学 · 物理学 2011-06-24 Erik Aurell , Paolo Muratore-Ginanneschi

In this article we consider an optimization problem of expected utility maximization of continuous-time trading in a financial market. This trading is constrained by a benchmark for a utility-based shortfall risk measure. The market…

数理金融 · 定量金融 2016-10-28 Oliver Janke

Optimal control problem is typically solved by first finding the value function through Hamilton-Jacobi equation (HJE) and then taking the minimizer of the Hamiltonian to obtain the control. In this work, instead of focusing on the value…

最优化与控制 · 数学 2021-09-10 Alain Bensoussan , Jiayue Han , Sheung Chi Phillip Yam , Xiang Zhou

We consider the mean--variance portfolio optimization problem under the game theoretic framework and without risk-free assets. The problem is solved semi-explicitly by applying the extended Hamilton--Jacobi--Bellman equation. Although the…

投资组合管理 · 定量金融 2016-02-17 Chi Kin Lam , Yuhong Xu , Guosheng Yin

The instrumental variable method is widely used in the health and social sciences for identification and estimation of causal effects in the presence of potentially unmeasured confounding. In order to improve efficiency, multiple…

统计方法学 · 统计学 2022-04-19 Baoluo Sun , Zhonghua Liu , Eric Tchetgen Tchetgen

We consider the optimal control problem for a linear conditional McKean-Vlasov equation with quadratic cost functional. The coefficients of the system and the weigh-ting matrices in the cost functional are allowed to be adapted processes…

概率论 · 数学 2017-03-09 Huyên Pham

We study an optimal investment and consumption problem over a finite-time horizon, in which an individual invests in a risk-free asset and a risky asset, and evaluate utility using a general utility function that exhibits loss aversion with…

最优化与控制 · 数学 2025-07-08 Chonghu Guan , Xinfeng Gu , Wenhao Zhang , Xun Li

We study the problem of estimating the value of a known smooth function $f$ at an unknown point $\boldsymbol{\mu} \in \mathbb{R}^n$, where each component $\mu_i$ can be sampled via a noisy oracle. Sampling more frequently components of…

机器学习 · 计算机科学 2022-03-22 Tavor Z. Baharav , Gary Cheng , Mert Pilanci , David Tse

We consider a stochastic control problem with the assumption that the system is controlled until the state process breaks the fixed barrier. Assuming some general conditions, it is proved that the resulting Hamilton Jacobi Bellman equations…

最优化与控制 · 数学 2025-03-24 Dariusz Zawisza

The problem of estimating a linear functional based on observational data is canonical in both the causal inference and bandit literatures. We analyze a broad class of two-stage procedures that first estimate the treatment effect function,…

统计理论 · 数学 2022-09-28 Wenlong Mou , Martin J. Wainwright , Peter L. Bartlett

This paper studies the problem of optimally extracting nonrenewable natural resource in light of various financial and economic restrictions and constraints. Taking into account the fact that the market values of the main natural resources…

数理金融 · 定量金融 2016-11-29 Moustapha Pemy

The modelling of financial markets presents a problem which is both theoretically challenging and practically important. The theoretical aspects concern the issue of market efficiency which may even have political implications…

统计力学 · 物理学 2016-08-31 Kirill N. Ilinski , Alexander S. Stepanenko