000			04824cam a2200949Ia 4500
001			ocn729724626
003			OCoLC
005			20171119084417.0
006			m o d
007			cr cn|||||||||
008			110609s2011 njua ob 001 0 eng d
020			_a9781118023471 _q(electronic bk.)
020			_a1118023471 _q(electronic bk.)
020			_a9781118023433 _q(e-book)
020			_a1118023439 _q(e-book)
020			_a1283098687
020			_a9781283098687
020			_z9780470641835
020			_z9781118023464 _q(ePub)
020			_z0470641835
020			_z1118023463
029	1		_aAU@ _b000047226102
029	1		_aAU@ _b000047551214
029	1		_aAU@ _b000051561706
029	1		_aDEBBG _bBV041910322
029	1		_aDEBBG _bBV042961309
029	1		_aDEBSZ _b37272938X
029	1		_aDEBSZ _b372734472
029	1		_aDEBSZ _b396995543
029	1		_aDEBSZ _b421528567
029	1		_aDEBSZ _b430992661
029	1		_aDEBSZ _b449241793
029	1		_aDKDLA _b820120-katalog:000572952
029	1		_aHEBIS _b299829545
029	1		_aNZ1 _b13751530
029	1		_aNZ1 _b14256865
029	1		_aNZ1 _b15341319
029	1		_aAU@ _b000058376262
029	1		_aDEBBG _bBV043393145
035			_a(OCoLC)729724626 _z(OCoLC)726329153 _z(OCoLC)732956377 _z(OCoLC)741451118 _z(OCoLC)754717771 _z(OCoLC)778448327 _z(OCoLC)816840042
037			_a10.1002/9781118023471 _bWiley InterScience _nhttp://www3.interscience.wiley.com
040			_aDG1 _beng _epn _cDG1 _dIDEBK _dYDXCP _dE7B _dCDX _dOCLCQ _dCOD _dN$T _dOCLCQ _dDEBSZ _dOCLCQ _dOCLCA _dUKDOC _dOCLCQ _dRIV _dNLGGC _dOCLCQ _dOCLCF _dDEBBG _dOCLCQ _dCOO _dOCLCQ
049			_aMAIN
050		4	_aQ325.5 _b.K85 2011
060		4	_aQ 325.5
072		7	_aCOM _x005030 _2bisacsh
072		7	_aCOM _x004000 _2bisacsh
082	0	4	_a006.3/1 _222
100	1		_aKulkarni, Sanjeev.
245	1	3	_aAn elementary introduction to statistical learning theory / _cSanjeev Kulkarni, Gilbert Harman. _h[electronic resource]
260			_aHoboken, N.J. : _bWiley, _c©2011.
300			_a1 online resource (1 volume) : _billustrations.
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
490	1		_aWiley series in probability and statistics
504			_aIncludes bibliographical references and index.
505	0		_aIntroduction: Classification, Learning, Features, and Applications -- Probability -- Probability Densities -- The Pattern Recognition Problem -- The Optimal Bayes Decision Rule -- Learning from Examples -- The Nearest Neighbor Rule -- Kernel Rules -- Neural Networks: Perceptrons -- Multilayer Networks -- PAC Learning -- VC Dimension -- Infinite VC Dimension -- The Function Estimation Problem -- Learning Function Estimation -- Simplicity -- Support Vector Machines -- Boosting.
520			_a"A joint endeavor from leading researchers in the fields of philosophy and electrical engineering An Introduction to Statistical Learning Theory provides a broad and accessible introduction to rapidly evolving field of statistical pattern recognition and statistical learning theory. Exploring topics that are not often covered in introductory level books on statistical learning theory, including PAC learning, VC dimension, and simplicity, the authors present upper-undergraduate and graduate levels with the basic theory behind contemporary machine learning and uniquely suggest it serves as an excellent framework for philosophical thinking about inductive inference"--Back cover.
588	0		_aPrint version record.
650		0	_aMachine learning _xStatistical methods.
650		0	_aPattern recognition systems.
650		2	_aArtificial Intelligence.
650		2	_aPattern Recognition, Automated.
650		2	_aStatistics as Topic.
650	0	4	_aAprenentatge automàtic _xMètodes estadístics.
650		4	_aReconeixement de formes (Informàtica)
650		7	_aCOMPUTERS _xEnterprise Applications _xBusiness Intelligence Tools. _2bisacsh
650		7	_aCOMPUTERS _xIntelligence (AI) & Semantics. _2bisacsh
650		7	_aMachine learning _xStatistical methods. _2fast _0(OCoLC)fst01004801
650		7	_aPattern recognition systems. _2fast _0(OCoLC)fst01055266
650	0	7	_aMaschinelles Lernen. _0(DE-588c)4193754-5 _2swd
650	0	7	_aStatistik. _0(DE-588c)4056995-0 _2swd
655		4	_aLlibres electrònics.
655		4	_aElectronic books.
700	1		_aHarman, Gilbert.
710	2		_aWiley InterScience (Online service)
776	0	8	_iPrint version: _aKulkarni, Sanjeev. _tElementary introduction to statistical learning theory. _dHoboken, N.J. : Wiley, ©2011 _z9781118023471 _w(OCoLC)726329153
830		0	_aWiley series in probability and statistics.
856	4	0	_uhttp://onlinelibrary.wiley.com/book/10.1002/9781118023471 _zWiley Online Library
942			_2ddc _cBK
999			_c205074 _d205074