Kernel Embeddings and the Separation of Measure Phenomenon

Leonardo V. Santoro, Kartik G. Waghmare, Victor M. Panaretos

We prove that kernel covariance embeddings lead to information-theoretically perfect separation of distinct continuous probability distributions. In statistical terms, we establish…