Paper: arXiv 2409.03586
Abstract
This paper develops a mathematical framework for building a position in a stock over a fixed period of time while in competition with one or more other traders doing the same thing. We develop a game-theoretic framework that takes place in the space of trading strategies where action sets are trading strategies and traders try to devise best-response strategies to their adversaries. In this setup trading is guided by a desire to minimize the total cost of trading arising from a mixture of temporary and permanent market impact caused by the aggregate level of trading including the trader and the competition. We describe a notion of equilibrium strategies, show that they exist and provide closed-form solutions.
Complexity vs Empirical Score
- Math Complexity: 8.5/10
- Empirical Rigor: 3.0/10
- Quadrant: Lab Rats — theoretically deep, empirically untested
Why this score: The paper employs advanced mathematics including game theory, differential equations, and the Euler-Lagrange equation, but it focuses on theoretical derivations and closed-form solutions without providing backtesting frameworks or data-driven implementation details.
Research Flowchart
flowchart TD
A["Research Goal<br/>Find optimal competitive position-building strategies<br/>minimizing total trading cost"] --> B
subgraph B ["Methodology"]
B1["Develop game-theoretic framework<br/>strategies vs. strategies"]
B2["Model market impact<br/>temporary & permanent"]
B3["Formulate cost minimization problem"]
end
B --> C["Inputs<br/>Fixed time horizon, initial/final inventory,<br/>market impact parameters, competitor behavior"]
C --> D["Computation<br/>Derive Euler-Lagrange equations<br/>Solve for best-response strategies"]
D --> E["Outcome<br/>Existence of Nash Equilibrium<br/>Closed-form solution for optimal strategies<br/>Optimal execution rate formula"]
Cited References (16)
- Optimal execution of portfolio transactions (2001)
- Optimal liquidation (1997)
- Calculus of variations (2000)
- Differential Games: A Mathematical Theory with Applications to Warfare and Pursuit, Control and Optimization (1999)
- Market reaction to temporary liquidity crises and the permanent market impact (2006)
- Direct estimation of equity market impact (2005)
- No-dynamic-arbitrage and market impact (2010)
- Optimal trade execution under geometric Brownian motion in the Almgren and Chriss framework (2011)
and 8 more
- Beyond the square root: Evidence for logarithmic dependence of market impact on size and participation rate (2015)
- Optimal trading strategy and supply/demand dynamics (2013)
- Three models of market impact and Data, High-Frequency (2010)
- Handbook of price impact modeling (2023)
- Dynamical models of market impact and algorithms for order execution (2013)
- The market impact of a limit order (2012)
- Optimal Execution: A Review (2022) — link
- Mathematica, V ersion 14.1 — link
0 of 16 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.