Improving Quickest Change Detection in Multiple Data Streams Using the James-Stein Estimator

Deploying the James-Stein shrinkage estimator in place of the maximum likelihood estimator can significantly improve the performance of quickest change detection procedures in multiple Gaussian data streams, especially when the number of streams is large.