An application of topological data analysis to gravitational wave detection problem

Abstract

In this talk, we will discuss a topological data analysis based classification method for detecting gravitational wave signals. The method is combined with machine learning algorithm as the topological features of gravitational waves are trained for classification. We will discuss the usability of signal topology for the detection problem and related issues including stability of the method and its remedy as an important issue when applied to real applications.