Automatic Speech Recognition
Springer London Ltd (Verlag)
978-1-4471-5778-6 (ISBN)
Section 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.
Reihe/Serie | Signals and Communication Technology |
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Zusatzinfo | 62 Illustrations, black and white; XXVI, 321 p. 62 illus. |
Verlagsort | England |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
Sozialwissenschaften | |
Technik ► Elektrotechnik / Energietechnik | |
Schlagworte | Auditory Signal Processing • Automatic speech recognition • Deep Architecture • Machine Learning in Language • Neural Network Language Model • Sequential Model |
ISBN-10 | 1-4471-5778-8 / 1447157788 |
ISBN-13 | 978-1-4471-5778-6 / 9781447157786 |
Zustand | Neuware |
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