We model high-frequency trading processes by a multivariate multiplicative error model that is driven by component-specific observation driven dynamics as well as a common latent autoregressive factor. The model is estimated using efficient importance sampling techniques. Applying the model to...

We quantify the short-run and long-run price effect of posting a limit order in an order book market by proposing a high-frequency cointegrated VAR model for quotes and order book depth. Estimating impulse response functions based on data from 30 stocks traded at Euronext Amsterdam we show that...