000			03052nam a22005415i 4500
001			978-1-4471-5779-3
003			DE-He213
005			20200420221250.0
007			cr nn 008mamaa
008			141111s2015 xxk| s |||| 0|eng d
020			_a9781447157793 _9978-1-4471-5779-3
024	7		_a10.1007/978-1-4471-5779-3 _2doi
050		4	_aTK5102.9
050		4	_aTA1637-1638
050		4	_aTK7882.S65
072		7	_aTTBM _2bicssc
072		7	_aUYS _2bicssc
072		7	_aTEC008000 _2bisacsh
072		7	_aCOM073000 _2bisacsh
082	0	4	_a621.382 _223
100	1		_aYu, Dong. _eauthor.
245	1	0	_aAutomatic Speech Recognition _h[electronic resource] : _bA Deep Learning Approach / _cby Dong Yu, Li Deng.
264		1	_aLondon : _bSpringer London : _bImprint: Springer, _c2015.
300			_aXXVI, 321 p. 62 illus. _bonline resource.
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
347			_atext file _bPDF _2rda
490	1		_aSignals and Communication Technology, _x1860-4862
505	0		_aSection 1: Automatic speech recognition: Background -- Feature extraction: basic frontend -- Acoustic model: Gaussian mixture hidden Markov model -- Language model: stochastic N-gram -- Historical reviews of speech recognition research: 1st, 2nd, 3rd, 3.5th, and 4th generations -- Section 2: Advanced feature extraction and transformation -- Unsupervised feature extraction -- Discriminative feature transformation -- Section 3: Advanced acoustic modeling -- Conditional random field (CRF) and hidden conditional random field (HCRF) -- Deep-Structured CRF -- Semi-Markov conditional random field -- Deep stacking models -- Deep neural network - hidden Markov hybrid model -- Section 4: Advanced language modeling -- Discriminative Language model -- Log-linear language model -- Neural network language model.
520			_aThis book provides a comprehensive overview of the recent advancement in the field of automatic speech recognition with a focus on deep learning models including deep neural networks and many of their variants. This is the first automatic speech recognition book dedicated to the deep learning approach. In addition to the rigorous mathematical treatment of the subject, the book also presents insights and theoretical foundation of a series of highly successful deep learning models.
650		0	_aEngineering.
650		0	_aApplication software.
650		0	_aAcoustical engineering.
650	1	4	_aEngineering.
650	2	4	_aSignal, Image and Speech Processing.
650	2	4	_aEngineering Acoustics.
650	2	4	_aComputer Appl. in Social and Behavioral Sciences.
700	1		_aDeng, Li. _eauthor.
710	2		_aSpringerLink (Online service)
773	0		_tSpringer eBooks
776	0	8	_iPrinted edition: _z9781447157786
830		0	_aSignals and Communication Technology, _x1860-4862
856	4	0	_uhttp://dx.doi.org/10.1007/978-1-4471-5779-3
912			_aZDB-2-ENG
942			_cEBK
999			_c52541 _d52541