Before revision:  Baseline results based on linear and nonlinear regression models are also provided and show the potential that these methods have for mid-price prediction .
After revision:  Baseline results based on linear and nonlinear regression models are also provided to facilitate experimental comparisons. We expect that such a large-scale dataset can serve as a testbed for devising novel solutions of expert systems for high-frequency limit order book data analysis .