000			04705cam a2200673 i 4500
001			ocn855858321
003			OCoLC
005			20220701010928.0
006			m o d
007			cr |||||||||||
008			130813s2014 si ob 001 0 eng
010			_a 2013033014
040			_aDLC _beng _erda _epn _cDLC _dYDX _dN$T _dDG1 _dE7B _dYDXCP _dWAU _dCDX _dOCLCF _dCOO _dOCLCO _dOCLCQ _dEBLCP _dIDEBK _dDEBSZ _dDEBBG
019			_a868491293 _a908035446
020			_a9781118679869 _q(Adobe PDF)
020			_a1118679865 _q(Adobe PDF)
020			_a9781118679876 _q(ePub)
020			_a1118679873 _q(ePub)
020			_a9781118679852 _q(electronic book)
020			_a1118679857 _q(electronic book)
020			_z9781118679845 _q(cloth)
020			_z1118679849 _q(cloth)
029	1		_aAU@ _b000051853001
029	1		_aNZ1 _b15495690
029	1		_aNZ1 _b15906615
029	1		_aCHVBK _b334095069
029	1		_aCHBIS _b010441817
029	1		_aDEBSZ _b431609667
029	1		_aDEBBG _bBV043396160
035			_a(OCoLC)855858321 _z(OCoLC)868491293 _z(OCoLC)908035446
042			_apcc
050	0	0	_aTK5102.9
072		7	_aTEC _x009070 _2bisacsh
082	0	0	_a621.382/2 _223
049			_aMAIN
100	1		_aYu, Xianchuan.
245	1	0	_aBlind source separation : _btheory and applications / _cXianchuan Yu, Dan Hu, Jindong Xu.
264		1	_aSingapore : _bJohn Wiley & Sons Singapore Pte. Ltd., _c2014.
300			_a1 online resource (xix, 366 pages)
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
504			_aIncludes bibliographical references and index.
505	0		_aPART I. Theory basics of BSS -- Mathematical foundation of blind source separation -- General model and classical algorithm for BSS -- Evaluation criteria for the bss algorithm -- PART II. Independent component analysis -- Independent component analysis -- Fast independent component analysis and its application -- Maximum likelihood independent component analysis and its application -- Overcomplete independent component analysis algorithms and applications -- Kernel independent component analysis -- Non-negative independent component analysis and its application -- Constraint independent component analysis algorithms and applications -- Optimized independent component analysis algorithms and applications -- Supervised learning independent component analysis algorithms and applications -- PART III. Advances and applications of BSS -- Non-negative matrix factorization algorithms and applications -- Sparse component analysis and applications -- Glossary.
588	0		_aPrint version record and CIP data provided by publisher.
520			_a"This book offers a general overview of the basics of Blind Source Separation, important solutions and algorithms, and in-depth coverage of applications in image feature extraction, remote sensing image fusion, mixed-pixel decomposition of SAR images, image object recognition fMRI medical image processing, geochemical and geophysical data mining, mineral resources prediction and geoanomalies information recognition. Firstly, the background and theory basics of blind source separation are introduced, which provides the foundation for the following work. Matrix operation, foundations of probability theory and information theory basics are included here. There follows the fundamental mathematical model and fairly new but relatively established blind source separation algorithms, such as Independent Component Analysis (ICA) and its improved algorithms (Fast ICA, Maximum Likelihood ICA, Overcomplete ICA, Kernel ICA, Flexible ICA, Non-negative ICA, Constrained ICA, Optimised ICA). The last part of the book considers the very recent algorithms in BSS e.g. Sparse Component Analysis (SCA) and Non-negative Matrix Factorization (NMF). Meanwhile, in-depth cases are presented for each algorithm in order to help the reader understand the algorithm and its application field"--Provided by publisher.
650		0	_aBlind source separation.
650		7	_aTECHNOLOGY & ENGINEERING _xMechanical. _2bisacsh
650		7	_aBlind source separation. _2fast _0(OCoLC)fst01739925
650		4	_aBlind source separation _xHandbooks, manuals, etc.
650		4	_aBlind source separation.
655		4	_aElectronic books.
655		0	_aElectronic books.
700	1		_aHu, Dan, _cPh.D.
700	1		_aXu, Jindong.
776	0	8	_iPrint version: _aYu, Xianchuan. _tBlind source separation. _dSingapore : John Wiley & Sons Singapore Pte. Ltd., 2014 _z9781118679845 _w(DLC) 2013031750 _w(OCoLC)855858254
856	4	0	_uhttp://dx.doi.org/10.1002/9781118679852 _zWiley Online Library
994			_a92 _bDG1
999			_c20773 _d20732