Zhaixin Chen

High-dimensional nonparametric changepoint detection via low-rank degree-two density projection

Detecting distributional changes in high dimension is difficult when neither the pre-change nor post-change density is parametrically specified. We introduce a representation-based approach that retains all degree-at-most-two density information while replacing density estimation by matrix mean estimation. For observat...