Multimedia Signal Processing: Theory and Applications in Speech, Music and Communications
Saeed V. Vaseghi(auth.)This book is organised in to three major parts making it a coherent and structured presentation of the theory and applications of digital signal processing. A range of important topics are covered in basic signal processing, model-based statistical signal processing and their applications.
Part 1: Basic Digital Signal Processing gives an introduction to the topic, discussing sampling and quantization, Fourier analysis and synthesis, Z-transform, and digital filters.
Part 2: Model-based Signal Processing covers probability and information models, Bayesian inference, Wiener filter, adaptive filters, linear prediction hidden Markov models and independent component analysis.
Part 3: Applications of Signal Processing in Speech, Music and Telecommunications explains the topics of speech and music processing, echo cancellation, deconvolution and channel equalization, and mobile communication signal processing.
- Covers music signal processing, explains the anatomy and psychoacoustics of hearing and the design of MP3 music coderContent:
Chapter 1 Introduction (pages 1–24):
Chapter 2 Fourier Analysis and Synthesis (pages 25–77):
Chapter 3 z?Transform (pages 79–109):
Chapter 4 Digital Filters (pages 111–153):
Chapter 5 Sampling and Quantisation (pages 155–171):
Chapter 6 Information Theory and Probability Models (pages 173–232):
Chapter 7 Bayesian Inference (pages 233–274):
Chapter 8 Least Square Error, Wiener–Kolmogorov Filters (pages 275–295):
Chapter 9 Adaptive Filters: Kalman, RLS, LMS (pages 297–321):
Chapter 10 Linear Prediction Models (pages 323–351):
Chapter 11 Hidden Markov Models (pages 353–379):
Chapter 12 Eigenvector Analysis, Principal Component Analysis and Independent Component Analysis (pages 381–413):
Chapter 13 Music Signal Processing and Auditory Perception (pages 415–481):
Chapter 14 Speech Processing (pages 483–525):
Chapter 15 Speech Enhancement (pages 527–571):
Chapter 16 Echo Cancellation (pages 573–590):
Chapter 17 Channel Equalisation and Blind Deconvolution (pages 591–624):
Chapter 18 Signal Processing in Mobile Communication (pages 625–642):