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by Aggelos Pikrakis, Theodoros Giannakopoulos
Introduction to Audio Analysis
Cover image
Title page
Table of Contents
Copyright
Preface
Acknowledgments
List of Tables
List of figures
1: Basic Concepts, Representations and Feature Extraction
1: Introduction
1.1 The MATLAB Audio Analysis Library
1.2 Outline of Chapters
1.3 A Note on Exercises
2: Getting Familiar with Audio Signals
2.1 Sampling
2.2 Playback
2.3 Mono and Stereo Audio Signals
2.4 Reading and Writing Audio Files
2.5 Reading Audio Files in Blocks
2.6 Recording Audio Data
2.7 Short-term Audio Processing
2.8 Exercises
3: Signal Transforms and Filtering Essentials
3.1 The Discrete Fourier Transform
3.2 The Short-Time Fourier Transform
3.3 Aliasing in More Detail
3.4 The Discrete Cosine Transform
3.5 The Discrete-Time Wavelet Transform
3.6 Digital Filtering Essentials
3.7 Digital Filters in MATLAB
3.8 Exercises
4: Audio Features
4.1 Short-Term and Mid-Term Processing
4.2 Class Definitions
4.3 Time-Domain Audio Features
4.4 Frequency-Domain Audio Features
4.5 Periodicity Estimation and Harmonic Ratio
4.6 Exercises
2: Audio Content Characterization
5: Audio Classification
5.1 Classification Fundamentals
5.2 Popular Classifiers
5.3 Implementation-Related Issues
5.4 Evaluation
5.5 Case Studies
5.6 Exercises
6: Audio Segmentation
6.1 Segmentation with Embedded Classification
6.2 Segmentation Without Classification
6.3 Exercises
7: Audio Alignment and Temporal Modeling
7.1 Audio Sequence Alignment
7.2 Hidden Markov Modeling
7.3 The Viterbi Algorithm
7.4 The Baum-Welch Algorithm
7.5 HMM Training
7.6 Exercises
3: Other Issues
8: Music Information Retrieval
8.1 Music Thumbnailing
8.2 Music Meter and Tempo Induction
8.3 Music Content Visualization
8.4 Exercises
Appendix A: The Matlab Audio Analysis Library
1 Supplementary data
2 Supplementary data
Appendix B: Audio-Related Libraries and Software
B.1 MATLAB
B.2 Python
B.3 C/C++
Appendix C: Audio Datasets
Bibliography
Index
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Table of Contents
Introduction to Audio Analysis
A MATLAB Approach
First Edition
Theodoros Giannakopoulos and Aggelos Pikrakis
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