Yixin Yan

Large Covariance Matrix Estimation With Nonnegative Correlations

Covariance matrix estimation is a fundamental problem in multivariate data analysis. In many situations, it is often observed that variables exhibit a positive linear dependency, indicating a positive linear correlation. This paper tackles the challenge of estimating covariance matrices with positi…