TY  - BOOK
AU  - Lerch,Alexander
TI  - An introduction to audio content analysis: music information retrieval tasks & applications 
SN  - 9781119890942
AV  - TK7881.4 .L486 2023
U1  - 006.4/5 23/eng/20221018
PY  - 2023///]
CY  - Hoboken, New Jersey
PB  - John Wiley & Sons, Inc.
KW  - Computer sound processing
KW  - Computational auditory scene analysis
KW  - Content analysis (Communication)
KW  - Data processing
KW  - Electronic books
N1  - Includes bibliographical references and index; Table of Contents
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
N2  - "This book explores algorithms that extract the relevant content information from a digital audio signal and interpret the extracted information for applications such as music recommendation, music tutoring, or music generation. This second edition covers an even broader range of tasks aimed at extracting all forms of musical content from the audio. After a general introduction in the process and goals of audio content analysis, the text focuses on tasks that can be grouped into a content category: tonal analysis, intensity analysis, and temporal analysis. The following chapters often span multiple of these categories and cover the alignment of two audio sequences, the classification of musical genre, mood, and instruments, the computation of music similarity, and the assessment of music performance"--
UR  - https://onlinelibrary.wiley.com/doi/book/10.1002/9781119890980
ER  -