In this paper, we aim to investigate the problem of estimating genetic correlation between two traits. Instead making assumptions about distribution effect sizes factors, propose use a high-dimensional linear model relate trait factors. To estimate correlation, develop generic strategy that combines sparse penalization methods and multiple sample splitting approaches. The final is determined by...