Source Separation and Machine Learning

Written By Jen-Tzung Chien
Source Separation and Machine Learning
  • Publsiher : Academic Press
  • Release : 01 November 2018
  • ISBN : 0128045779
  • Pages : 384 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Source Separation and Machine Learning written by Jen-Tzung Chien which was release on 01 November 2018, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: 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

Source Separation and Machine Learning

Source Separation and Machine Learning
  • Author : Jen-Tzung Chien
  • Publisher : Academic Press
  • Release Date : 2018-11-01
  • Total pages : 384
  • ISBN : 0128045779
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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 ...

Audio Source Separation and Speech Enhancement

Audio Source Separation and Speech Enhancement
  • Author : Emmanuel Vincent,Tuomas Virtanen,Sharon Gannot
  • Publisher : John Wiley & Sons
  • Release Date : 2018-10-22
  • Total pages : 504
  • ISBN : 0128045779
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Summary : Learn the technology behind hearing aids, Siri, and Echo Audio source separation and speech enhancement aim to extract one or more source signals of interest from an audio recording involving several sound sources. These technologies are among the most studied in audio signal processing today and bear a critical role ...

Machine Learning Algorithms for Independent Vector Analysis and Blind Source Separation

Machine Learning Algorithms for Independent Vector Analysis and Blind Source Separation
  • Author : In Tae Lee
  • Publisher : Unknown
  • Release Date : 2009
  • Total pages : 65
  • ISBN : 0128045779
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Summary : Blind signal separation (BSS) aims at recovering unknown source signals from the observed sensor signals where the mixing process is also unknown. As a popular method to solve this problem, independent component analysis (ICA) maximizes the mutual independence among, or equivalently the non-Gaussianity of, the signals and has been very ...

Information Retrieval from Marine Soundscape by Using Machine Learning based Source Separation

Information Retrieval from Marine Soundscape by Using Machine Learning based Source Separation
  • Author : Tzu-Hao Lin,Tomonari Akamatsu,Yu Tsao,Katsunori Fujikura
  • Publisher : Unknown
  • Release Date : 2018
  • Total pages : 212
  • ISBN : 0128045779
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Summary : Download or read online Information Retrieval from Marine Soundscape by Using Machine Learning based Source Separation written by Tzu-Hao Lin,Tomonari Akamatsu,Yu Tsao,Katsunori Fujikura, published by which was released on 2018. Get Information Retrieval from Marine Soundscape by Using Machine Learning based Source Separation Books now! Available in PDF, ...

Unsupervised Signal Processing

Unsupervised Signal Processing
  • Author : João Marcos Travassos Romano,Romis Attux,Charles Casimiro Cavalcante,Ricardo Suyama
  • Publisher : CRC Press
  • Release Date : 2018-09-03
  • Total pages : 340
  • ISBN : 0128045779
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Summary : Unsupervised Signal Processing: Channel Equalization and Source Separation provides a unified, systematic, and synthetic presentation of the theory of unsupervised signal processing. Always maintaining the focus on a signal processing-oriented approach, this book describes how the subject has evolved and assumed a wider scope that covers several topics, from well-established ...

Independent Component Analysis and Signal Separation

Independent Component Analysis and Signal Separation
  • Author : Tulay Adali,Christian Jutten,Joao Marcos Travassos Romano,Allan Kardec Barros
  • Publisher : Springer Science & Business Media
  • Release Date : 2009-02-25
  • Total pages : 785
  • ISBN : 0128045779
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Summary : This volume contains the papers presented at the 8th International Conf- ence on Independent Component Analysis (ICA) and Source Separation held in Paraty, Brazil, March 15–18, 2009. This year's event resulted from scienti?c collaborations between a team of researchers from ?ve di?erent Brazilian u- versities and received the support of ...

Handbook of Blind Source Separation

Handbook of Blind Source Separation
  • Author : Pierre Comon,Christian Jutten
  • Publisher : Academic Press
  • Release Date : 2010-02-17
  • Total pages : 856
  • ISBN : 0128045779
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Summary : Edited by the people who were forerunners in creating the field, together with contributions from 34 leading international experts, this handbook provides the definitive reference on Blind Source Separation, giving a broad and comprehensive description of all the core principles and methods, numerical algorithms and major applications in the fields of ...

Blind Identification and Separation of Complex valued Signals

Blind Identification and Separation of Complex valued Signals
  • Author : Eric Moreau,Tülay Adali
  • Publisher : John Wiley & Sons
  • Release Date : 2013-10-07
  • Total pages : 112
  • ISBN : 0128045779
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Summary : Blind identification consists of estimating a multi-dimensional system only through the use of its output, and source separation, the blind estimation of the inverse of the system. Estimation is generally carried out using different statistics of the output. The authors of this book consider the blind identification and source separation ...

Advances in Neural Networks ISNN 2004

Advances in Neural Networks   ISNN 2004
  • Author : Fuliang Yin,Jun Wang
  • Publisher : Springer Science & Business Media
  • Release Date : 2004-08-11
  • Total pages : 1044
  • ISBN : 0128045779
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Summary : The two volume set LNCS 3173/3174 constitutes the refereed proceedings of the International Symposium on Neural Networks, ISNN 2004, held in Dalian, China in August 2004. The 329 papers presented were carefully reviewed and selected from more than 800 submissions. The papers span the entire scope of neural computing and its applications; they are organized ...

Machine Learning ECML 2007

Machine Learning  ECML 2007
  • Author : Joost N. Kok,Jacek Koronacki,Ramon Lopez de Mantaras,Stan Matwin,Dunja Mladenic
  • Publisher : Springer
  • Release Date : 2007-09-08
  • Total pages : 812
  • ISBN : 0128045779
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Summary : This book constitutes the refereed proceedings of the 18th European Conference on Machine Learning, ECML 2007, held in Warsaw, Poland, September 2007, jointly with PKDD 2007. The 41 revised full papers and 37 revised short papers presented together with abstracts of four invited talks were carefully reviewed and selected from 592 abstracts submitted to both, ECML ...

Audio Source Separation and Speech Enhancement

Audio Source Separation and Speech Enhancement
  • Author : Emmanuel Vincent,Tuomas Virtanen,Sharon Gannot
  • Publisher : John Wiley & Sons
  • Release Date : 2018-07-24
  • Total pages : 504
  • ISBN : 0128045779
GET BOOK

Summary : Learn the technology behind hearing aids, Siri, and Echo Audio source separation and speech enhancement aim to extract one or more source signals of interest from an audio recording involving several sound sources. These technologies are among the most studied in audio signal processing today and bear a critical role ...

Audio Source Separation

Audio Source Separation
  • Author : Shoji Makino
  • Publisher : Springer
  • Release Date : 2018-03-01
  • Total pages : 385
  • ISBN : 0128045779
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Summary : 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, ...

Intelligence Science and Big Data Engineering Big Data and Machine Learning

Intelligence Science and Big Data Engineering  Big Data and Machine Learning
  • Author : Zhen Cui,Jinshan Pan,Shanshan Zhang,Liang Xiao,Jian Yang
  • Publisher : Springer Nature
  • Release Date : 2019-11-28
  • Total pages : 455
  • ISBN : 0128045779
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Summary : The two volumes LNCS 11935 and 11936 constitute the proceedings of the 9th International Conference on Intelligence Science and Big Data Engineering, IScIDE 2019, held in Nanjing, China, in October 2019. The 84 full papers presented were carefully reviewed and selected from 252 submissions.The papers are organized in two parts: visual data engineering; and big ...

Nonlinear Blind Source Separation and Blind Mixture Identification

Nonlinear Blind Source Separation and Blind Mixture Identification
  • Author : Yannick Deville
  • Publisher : Springer Nature
  • Release Date : 2021-10-17
  • Total pages : 212
  • ISBN : 0128045779
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Summary : Download or read online Nonlinear Blind Source Separation and Blind Mixture Identification written by Yannick Deville, published by Springer Nature which was released on . Get Nonlinear Blind Source Separation and Blind Mixture Identification Books now! Available in PDF, ePub and Kindle....

Unsupervised Signal Processing

Unsupervised Signal Processing
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2011
  • Total pages : 311
  • ISBN : 0128045779
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Summary : Download or read online Unsupervised Signal Processing written by , published by which was released on 2011. Get Unsupervised Signal Processing Books now! Available in PDF, ePub and Kindle....