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This paper considers stochastic-constrained stochastic optimization where the stochastic constraint is to satisfy that the expectation of a random function is below a certain threshold. In particular, we study the setting where data samples…

最优化与控制 · 数学 2026-01-27 Yeongjong Kim , Dabeen Lee

Trading frictions are stochastic. They are, moreover, in many instances fast-mean reverting. Here, we study how to optimally trade in a market with stochastic price impact and study approximations to the resulting optimal control problem…

数理金融 · 定量金融 2023-08-25 Jean-Pierre Fouque , Sebastian Jaimungal , Yuri F. Saporito

In this paper we study infinite horizon nonzero-sum stochastic games for controlled discrete-time Markov chains on a Polish state space with risk-sensitive ergodic cost criterion. Under suitable assumptions we show that the associated…

最优化与控制 · 数学 2024-08-26 Bivakar Bose , Chandan Pal , Somnath Pradhan , Subhamay Saha

Our goal in this short note is to briefly and succinctly describe some basic concepts and properties of Ergodic Optimization for readers unfamiliar with the subject. We avoid technical issues in order to provide a global overview of this…

动力系统 · 数学 2026-05-14 Artur O. Lopes

This paper is concerned with a time-inconsistent recursive stochastic control problems where the forward state process is constrained through an additional recursive utility system. By adapting the Ekeland variational principle, necessary…

最优化与控制 · 数学 2024-03-13 Elisa Mastrogiacomo , Marco Tarsia

We investigated a cost-constrained static ergodic control problem of the variance of measure-valued affine processes and its application in streamflow management. The controlled system is a jump-driven mixed moving average process that…

最优化与控制 · 数学 2025-11-24 Hidekazu Yoshioka , Tomohiro Tanaka , Yumi Yoshioka , Ayumi Hashiguchi

Evolutions of the trading landscape lead to the capability to exchange the same financial instrument on different venues. Because of liquidity issues, the trading firms split large orders across several trading destinations to optimize…

交易与市场微观结构 · 定量金融 2010-07-28 Sophie Laruelle , Charles-Albert Lehalle , Gilles Pagès

We develop an approach for solving one-sided optimal stopping problems in discrete time for general underlying Markov processes on the real line. The main idea is to transform the problem into an auxiliary problem for the ladder height…

概率论 · 数学 2018-10-29 Sören Christensen , Albrecht Irle

Motivated by applications in natural resource management, risk management, and finance, this paper is focused on an ergodic two-sided singular control problem for a general one-dimensional diffusion process. The control is given by a…

最优化与控制 · 数学 2022-03-01 Khwanchai Kunwai , Fubao Xi , George Yin , Chao Zhu

Non-reversible Markov chain Monte Carlo schemes based on piecewise deterministic Markov processes have been recently introduced in applied probability, automatic control, physics and statistics. Although these algorithms demonstrate…

统计计算 · 统计学 2017-08-29 George Deligiannidis , Alexandre Bouchard-Côté , Arnaud Doucet

We consider minimizing the probability of falling below a target growth rate of the wealth process up to a time horizon $T$ in an incomplete market model, and then study the asymptotic behavior of minimizing probability as $T\to\infty$.…

概率论 · 数学 2012-05-04 Hideo Nagai

We provide a probabilistic analysis of the banker algorithm when transition probabilities may depend on time and space. The transition probabilities evolve, as time goes by, along the trajectory of an ergodic Markovian environment, whereas…

概率论 · 数学 2007-05-23 Francis Comets , Francois Delarue , Rene Schott

In this paper, we study the portfolio optimization problem with general utility functions and when the return and volatility of underlying asset are slowly varying. An asymptotic optimal strategy is provided within a specific class of…

数理金融 · 定量金融 2016-11-08 Jean-Pierre Fouque , Ruimeng Hu

In reinforcement learning, we typically aim to optimize the expected value of the sum of rewards an agent collects over a trajectory. However, if the process generating these rewards is non-ergodic, the expected value, i.e., the average…

Ergodic optimization aims to single out dynamically invariant Borel probability measures which maximize the integral of a given "performance" function. For a continuous self-map of a compact metric space and a dense set of continuous…

动力系统 · 数学 2017-04-20 Mao Shinoda

We consider a basic model of multi-period trading, which can be used to evaluate the performance of a trading strategy. We describe a framework for single-period optimization, where the trades in each period are found by solving a convex…

投资组合管理 · 定量金融 2017-05-02 Stephen Boyd , Enzo Busseti , Steven Diamond , Ronald N. Kahn , Kwangmoo Koh , Peter Nystrup , Jan Speth

This short note reviews the basic theory for quantifying both the asymptotic and preasymptotic convergence of Markov chain Monte Carlo estimators.

概率论 · 数学 2021-10-15 Michael Betancourt

We consider ergodic backward stochastic differential equations, in a setting where noise is generated by a countable state uniformly ergodic Markov chain. We show that for Lipschitz drivers such that a comparison theorem holds, these…

概率论 · 数学 2012-07-25 Samuel N. Cohen , Ying Hu

In search and surveillance applications in robotics, it is intuitive to spatially distribute robot trajectories with respect to the probability of locating targets in the domain. Ergodic coverage is one such approach to trajectory planning…

机器人学 · 计算机科学 2017-07-25 Elif Ayvali , Hadi Salman , Howie Choset

The literature on continuous-time stochastic optimal control seldom deals with the case of discrete state spaces. In this paper, we provide a general framework for the optimal control of continuous-time Markov chains on finite graphs. In…

最优化与控制 · 数学 2019-12-05 Olivier Guéant , Iuliia Manziuk