no code implementations • 24 May 2018 • Zhe-Cheng Fan, Tak-Shing T. Chan, Yi-Hsuan Yang, Jyh-Shing R. Jang
Vector-valued neural learning has emerged as a promising direction in deep learning recently.
no code implementations • 9 Jan 2018 • Tak-Shing T. Chan, Yi-Hsuan Yang
Thus, in this letter, we extend principal component pursuit to the complex and quaternionic cases to account for the missing phase information.
no code implementations • 9 Jan 2018 • Tak-Shing T. Chan, Yi-Hsuan Yang
Informed by recent work on tensor singular value decomposition and circulant algebra matrices, this paper presents a new theoretical bridge that unifies the hypercomplex and tensor-based approaches to singular value decomposition and robust principal component analysis.
no code implementations • 9 Jan 2018 • Tak-Shing T. Chan, Yi-Hsuan Yang
Singing voice separation attempts to separate the vocal and instrumental parts of a music recording, which is a fundamental problem in music information retrieval.