Speech Processing: A Dynamic and Optimization-Oriented Approach
Based on years of instruction and field expertise, this volume offers the necessary tools to understand all scientific, computational, and technological aspects of speech processing. The book emphasizes mathematical abstraction, the dynamics of the speech process, and the engineering optimization practices that promote effective problem solving in this area of research and covers many years of the authors' personal research on speech processing. Speech Processing helps build valuable analytical skills to help meet future challenges in scientific and technological advances in the field and considers the complex transition from human speech processing to computer speech processing.
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DiscreteTime Signals Systems and Transforms
Analysis of DiscreteTime Speech Signals
Probability and Random Processes
Linear Model and Dynamic System Model
Optimization Methods and Estimation Theory
Statistical Pattern Recognition
acoustic algorithm allophones analysis approximation articulation articulatory features articulatory phonology auditory bandwidth chapter clean speech coarticulation coefficients component computational consonants constraints constriction covariance defined Deng denotes described discrete discrete-time discrete-time Fourier transform discussed distribution dynamic system model EM algorithm equation error estimation estimation theory example feature overlapping filter formant Fourier transform frequency fricatives Gaussian gestures glottal glottis input Kalman Kalman filter linear model linguistic lips Markov chain matrix method mixture MMSE model parameters nasal noise nonlinear observation optimization output pattern perception phoneme phonological rules pitch period random variable recursion resonances sampling segment sequence speaker spectral spectrogram spectrum speech processing speech production speech recognition speech signal speech sounds speech synthesis statistical syllable target techniques temporal theory tier time-varying tongue transition trended HMM tube units utterance values vector velum vocal tract voiced vowel waveform Wiener filter word zero