On a spiked model for large volatility matrix estimation from noisy high-frequency data

Keren Shen, Jianfeng Yao, Wai Keung Li

Recently, inference about high-dimensional integrated covariance matrices (ICVs) based on noisy high-frequency data has emerged as a challenging problem. In the literature, a pre-a…