2 papers
stat.AP2021
DMS, AE, DAA: methods and applications of adaptive time series model selection, ensemble, and financial evaluation
Parley Ruogu Yang, Ryan Lucas
We introduce three adaptive time series learning methods, called Dynamic Model Selection (DMS), Adaptive Ensemble (AE), and Dynamic Asset Allocation (DAA). The methods respectively…
q-fin.ST2021
Forecasting high-frequency financial time series: an adaptive learning approach with the order book data
Parley Ruogu Yang
This paper proposes a forecast-centric adaptive learning model that engages with the past studies on the order book and high-frequency data, with applications to hypothesis testing…