Introduction to Audio Content Analysis

Author Biography xvii

Preface xix

Acronyms xxi

List of Symbols xxv

Source Code Repositories xxix

1 Introduction 1

Part I Fundamentals of Audio Content Analysis 9

2 Analysis of Audio Signals 11

3 Input Representation 17

4 Inference 91

5 Data 107

Part II Music Transcription 127

7 Tonal Analysis 129

8 Intensity217

9 Temporal Analysis 229

10 Alignment 281

Part III Music Identification, Classification, and Assessment 303

11 Audio Fingerprinting 305

12 Music Similarity Detection and Music Genre Classification 317

13 Mood Recognition 337

14 Musical Instrument Recognition 347

15 Music Performance Assessment 355

Part IV Appendices 365

Appendix A Fundamentals 367

Appendix B Fourier Transform 385

Appendix C Principal Component Analysis 405

Appendix D Linear Regression 409

Appendix E Software for Audio Analysis 411

Appendix F Datasets 417

Index 425

Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.

• Processamento áudio
• Engenharia das comunicações e telecomunicações
• Processamento de sinais

audio content analysis; signal processing; music informatics; characteristics of music; music ai; music machine learning; music metadata; audio metadata; music textbook; machine listening