03206cam a22004098i 4500 22806326 CSPC 20250312133810.0 220928s2023 nju b 001 0 eng c 2022046787 9781119890942 (cloth) MdU/DLC eng rda MdU CSPC pcc TK7881.4 .L486 2023 006.45 L561i 23 Lerch, Alexander, author. An introduction to audio content analysis : music information retrieval tasks & applications / Alexander Lerch. An introduction to audio content analysis : music information retrieval tasks and applications. Second edition. 2301 Hoboken, New Jersey : Wiley-IEEE Press, 2023. xxix, 434 pages : illustrations ; 24 cm. text txt rdacontent unmediated n rdamedia volume nc rdacarrier Includes bibliographical references and index. Introduction -- Part I. Fundamentals of audio content analysis -- Analysis of audio signals -- Input representation -- Inference -- Data -- Evaluation -- Part II. Music transcription -- Tonal analysis -- Intensity -- Temporal analysis -- Alignment -- Part III. Music identification, classification, and assessment -- Audio fingerprinting -- Music similarity detection and music genre classification -- Mood recognition -- Musical instrument recognition -- Music performance assessment -- Part IV. Appendices -- Appendix A. Fundamentals -- Appendix B. Fourier transform -- Appendix C. Principal component analysis -- Appendix D. Linear regression -- Appendix E. Software for audio analysis -- Appendix F. Datasets. "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"-- Provided by publisher. Computer sound processing. Computational auditory scene analysis. Content analysis (Communication) Data processing. Online version: Lerch, Alexander. Introduction to audio content analysis. Second edition Hoboken, New Jersey : Wiley-IEEE Press, [2023] 9781119890966 (DLC) 2022046788 7 cbc orignew 1 ecip 20 y-gencatlg ddc 0 BK 23 006.45 L561i CIR 2023 0 0 ddc 0 0 CSPC CSPC CIR 2025-03-12 0 CIR 006.45 L561i 2023 029150 2025-03-12 10:56:56 1-1 2025-03-12 BK 29136 29136