Source Separation and Machine Learning is popular PDF and ePub book, written by Jen-Tzung Chien in 2018-11-01, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Source Separation and Machine Learning can be Read Online from any device for your convenience.
Source Separation and Machine Learning Book PDF Summary
Source Separation and Machine Learning presents the fundamentals in adaptive learning algorithms for Blind Source Separation (BSS) and emphasizes the importance of machine learning perspectives. It illustrates how BSS problems are tackled through adaptive learning algorithms and model-based approaches using the latest information on mixture signals to build a BSS model that is seen as a statistical model for a whole system. Looking at different models, including independent component analysis (ICA), nonnegative matrix factorization (NMF), nonnegative tensor factorization (NTF), and deep neural network (DNN), the book addresses how they have evolved to deal with multichannel and single-channel source separation. Emphasizes the modern model-based Blind Source Separation (BSS) which closely connects the latest research topics of BSS and Machine Learning Includes coverage of Bayesian learning, sparse learning, online learning, discriminative learning and deep learning Presents a number of case studies of model-based BSS (categorizing them into four modern models - ICA, NMF, NTF and DNN), using a variety of learning algorithms that provide solutions for the construction of BSS systems
Detail Book of Source Separation and Machine Learning PDF
- Author : Jen-Tzung Chien
- Release : 01 November 2018
- Publisher : Academic Press
- ISBN : 9780128045770
- Genre : Technology & Engineering
- Total Page : 384 pages
- Language : English
- PDF File Size : 13,7 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Source Separation and Machine Learning by Jen-Tzung Chien, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.