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

04/10/2018

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by   Siddhartha Satpathi, et al.

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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.