Web: http://arxiv.org/abs/2206.07857

June 17, 2022, 1:10 a.m. | Wai Ho Chak, Naoki Saito, David Weber

cs.LG updates on arXiv.org arxiv.org

We propose to use the Generalized Morse Wavelets (GMWs) instead of
commonly-used Morlet (or Gabor) wavelets in the Scattering Transform Network
(STN), which we call the GMW-STN, for signal classification problems. The GMWs
form a parameterized family of truly analytic wavelets while the Morlet
wavelets are only approximately analytic. The analyticity of underlying wavelet
filters in the STN is particularly important for nonstationary oscillatory
signals such as music signals because it improves interpretability of the STN
representations by providing multiscale …

application arxiv classification music network

More from arxiv.org / cs.LG updates on arXiv.org

Machine Learning Researcher - Saalfeld Lab

@ Howard Hughes Medical Institute - Chevy Chase, MD | Ashburn, Virginia

Project Director, Machine Learning in US Health

@ ideas42.org | Remote, US

Data Science Intern

@ NannyML | Remote

Machine Learning Engineer NLP/Speech

@ Play.ht | Remote

Research Scientist, 3D Reconstruction

@ Yembo | Remote, US

Clinical Assistant or Associate Professor of Management Science and Systems

@ University at Buffalo | Buffalo, NY