Learning Latent Events from Network Message Logs: A Decomposition Based Approach

In this communication, we describe a novel technique for event mining using a decomposition based approach that combines non-parametric change-point detection with LDA. We prove theoretical guarantees about sample-complexity and consistency of the approach. In a companion paper, we will perform a thorough evaluation of our approach with detailed experiments.