by Christina Dan Wang, Daochen Zha, Hongyang Yang, Jian Guo, Jiechao Gao, Ming Zhu, Xiao-Yang Liu, Zhaoran Wang, Ziyi Xia
Continue on SelfMadeQuant
Suggested foundations for financial machine learning. Specialist prerequisites vary by paper.
Preserve time order and avoid future information in training.
Establish an interpretable baseline before a flexible model.
Account for dependence and overlapping observations.
Examine which information contributes to predictions.
Choose a reproducible strategy, specify the trading rule, and test what remains after costs and estimation uncertainty.