Price dynamics in a Markovian limit order market
arXiv:1104.4596 · doi:10.1137/110856605
Abstract
We propose and study a simple stochastic model for the dynamics of a limit order book, in which arrivals of market order, limit orders and order cancellations are described in terms of a Markovian queueing system. Through its analytical tractability, the model allows to obtain analytical expressions for various quantities of interest such as the distribution of the duration between price changes, the distribution and autocorrelation of price changes, and the probability of an upward move in the price, {\it conditional} on the state of the order book. We study the diffusion limit of the price process and express the volatility of price changes in terms of parameters describing the arrival rates of buy and sell orders and cancelations. These analytical results provide some insight into the relation between order flow and price dynamics in order-driven markets.
18 pages, 5 figures
Cited by in corpus (30)
- The order book as a queueing system: average depth and influence of the size of limit orders
- On a Boltzmann type price formation model
- Continuous-time Modeling of Bid-Ask Spread and Price Dynamics in Limit Order Books
- Stability for gains from large investors' strategies in M1/J1 topologies
- Marked Hawkes process modeling of price dynamics and volatility estimation
- Probabilistic aspects of finance
- Optimal Asset Liquidation with Multiplicative Transient Price Impact
- Modeling the coupled return-spread high frequency dynamics of large tick assets
- A reduced-form model for level-1 limit order books
- A simple model of a limit order book
- Low-traffic limit and first-passage times for a simple model of the continuous double auction
- Ergodic transition in a simple model of the continuous double auction
- Hybrid marked point processes: characterisation, existence and uniqueness
- From asymptotic properties of general point processes to the ranking of financial agents
- Simulating and analyzing order book data: The queue-reactive model
- Statistical Inference for Ergodic Point Processes and Application to Limit Order Book
- Boundary behavior for random walks in cones
- Ergodicity and diffusivity of Markovian order book models: a general framework
- General Semi-Markov Model for Limit Order Books: Theory, Implementation and Numerics
- Applications of a New Self-Financing Equation
- One-level limit order book models with memory and variable spread
- From orders to prices: A stochastic description of the limit order book to forecast intraday returns
- On the analysis of partially homogeneous nearest-neighbour random walks in the quarter plane
- The extinction problem for a class of distylous plant populations
- Bilinear Input Normalization for Neural Networks in Financial Forecasting
- Analytic approach for reflected Brownian motion in the quadrant
- The LOB Recreation Model: Predicting the Limit Order Book from TAQ History Using an Ordinary Differential Equation Recurrent Neural Network
- On binomial order avalanches
- Facilitation and Internalization Optimal Strategy in a Multilateral Trading Context
- Clearing price distributions in call auctions