Much attention has been given to the study of nonlinear normal modes (NNMs), a extension eminently useful framework for analysis linear dynamics provided by modal (LMA). In literature, several approaches have gained traction, with each able preserve subset properties LMA. A recently-proposed (Worden and Green, 2017) casts as problem in machine learning, viewing NNM directions latent coordinate ...