Càdlàg semimartingale strategies for optimal trade execution in stochastic order book models
@article{Ackermann2020CdlgSS, title={C{\`a}dl{\`a}g semimartingale strategies for optimal trade execution in stochastic order book models}, author={Julia Ackermann and Thomas Kruse and Mikhail Urusov}, journal={Finance and Stochastics}, year={2020}, volume={25}, pages={757 - 810} }
We analyse an optimal trade execution problem in a financial market with stochastic liquidity. To this end, we set up a limit order book model in continuous time. Both order book depth and resilience are allowed to evolve randomly in time. We allow trading in both directions and for càdlàg semimartingales as execution strategies. We derive a quadratic BSDE that under appropriate assumptions characterises minimal execution costs, and we identify conditions under which an optimal execution…
10 Citations
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38 References
Optimal Trade Execution in an Order Book Model with Stochastic Liquidity Parameters
- EconomicsSIAM J. Financial Math.
- 2021
A limit order book model is set up in which both order book depth and resilience evolve randomly in time, and an explicit recursion that, under certain structural assumptions, characterizes minimal execution costs is derived.
OPTIMAL TRADE EXECUTION AND PRICE MANIPULATION IN ORDER BOOKS WITH TIME‐VARYING LIQUIDITY
- Economics
- 2011
In financial markets, liquidity is not constant over time but exhibits strong seasonal patterns. In this paper, we consider a limit order book model that allows for time‐dependent, deterministic…
Optimal trade execution in order books with stochastic liquidity
- EconomicsMathematical Finance
- 2018
In financial markets, liquidity changes randomly over time. We consider such random variations of the depth of the order book and evaluate their influence on optimal trade execution strategies. If…
Optimal trade execution under small market impact and portfolio liquidation with semimartingale strategies
- Mathematics
- 2021
We consider an optimal liquidation problem with instantaneous price impact and stochastic resilience for small instantaneous impact factors. Within our modelling framework, the optimal portfolio…
Optimal Trade Execution with Instantaneous Price Impact and Stochastic Resilience
- MathematicsSIAM J. Control. Optim.
- 2017
This work proves existence and uniqueness of a solution to the BSDE system and characterize both the value function and the optimal strategy in terms of the unique solution to that system.
Constrained portfolio liquidation in a limit order book model
- Economics
- 2008
The main results solve the problem of minimizing the expected liquidity costs within a given convex set of predictable trading strategies by reducing it to a deterministic optimization problem.
Optimal Trade Execution Under Stochastic Volatility and Liquidity
- Economics
- 2014
Abstract We study the problem of optimally liquidating a financial position in a discrete-time model with stochastic volatility and liquidity. We consider the three cases where the objective is to…
Multi-dimensional optimal trade execution under stochastic resilience
- MathematicsFinance and Stochastics
- 2019
It is proved that the solution to the liquidation problem can be approximated by the solutions to a sequence of unconstrained problems with increasing penalisation of open positions at the terminal time.
Optimal execution strategies in limit order books with general shape functions
- Mathematics
- 2007
This work builds on the resilience model proposed by Obizhaeva and Wang (2005) but allows for a general shape of the LOB defined via a given density function, and obtains a new closed-form representation for the optimal strategy of a risk-neutral investor.
Drift dependence of optimal trade execution strategies under transient price impact
- MathematicsFinance Stochastics
- 2013
We give a complete solution to the problem of minimizing the expected liquidity costs in the presence of a general drift when the underlying market impact model has linear transient price impact with…