Audio Source Separation (Signals And Communication Technology)

Synopsis

Offers the first comprehensive treatment of audio source separation based on non-negative matrix factorization, deep neural network, and sparse component analysis.

Describes fundamentals and application of state-of-the-art audio source separation techniques.

Presents a comprehensive, authoritative, and accessible treatment to the subject matter.

This book provides the first comprehensive overview of the fascinating topic of audio source separation based on non-negative matrix factorization, deep neural networks, and sparse component analysis.

The first section of the book covers single channel source separation based on non-negative matrix factorization (NMF). After an introduction to the technique, two further chapters describe separation of known sources using non-negative spectrogram factorization, and temporal NMF models. In section two, NMF methods are extended to multi-channel source separation. Section three introduces deep neural network (DNN) techniques, with chapters on multichannel and single channel separation, and a further chapter on DNN based mask estimation for monaural speech separation. In section four, sparse component analysis (SCA) is discussed, with chapters on source separation using audio directional statistics modelling, multi-microphone MMSE-based techniques and diffusion map methods.

The book brings together leading researchers to provide tutorial-like and in-depth treatments on major audio source separation topics, with the objective of becoming the definitive source for a comprehensive, authoritative, and accessible treatment. This book is written for graduate students and researchers who are interested in audio source separation techniques based on NMF, DNN and SCA.

Copyright:

2018

Book Details

Book Quality:

Publisher Quality

ISBN-13:

9783319730318

Publisher:

Springer International Publishing AG

Date of Addition:

06/04/18

Copyrighted By:

Springer International Publishing AG

Adult content:

No

Language:

English

Has Image Descriptions:

No

Categories:

Nonfiction, Technology

Submitted By:

Bookshare Staff

Usage Restrictions:

This is a copyrighted book.