Fundamentals of Music Processing : Audio, Analysis, Algorithms, Applications

This Textbook Provides Both Profound Technological Knowledge And A Comprehensive Treatment Of Essential Topics In Music Processing And Music Information Retrieval. Including Numerous Examples, Figures, And Exercises, This Book Is Suited For Students, Lecturers, And Researchers Working In Audio Engineering, Computer Science, Multimedia, And Musicology. The Book Consists Of Eight Chapters. The First Two Cover Foundations Of Music Representations And The Fourier Transform—concepts That Are Then Used Throughout The Book. In The Subsequent Chapters, Concrete Music Processing Tasks Serve As A Starting Point. Each Of These Chapters Is Organized In A Similar Fashion And Starts With A General Description Of The Music Processing Scenario At Hand Before Integrating It Into A Wider Context. It Then Discusses—in A Mathematically Rigorous Way—important Techniques And Algorithms That Are Generally Applicable To A Wide Range Of Analysis, Classification, And Retrieval Problems. At The Same Time, The Techniques Are Directly Applied To A Specific Music Processing Task. By Mixing Theory And Practice, The Book’s Goal Is To Offer Detailed Technological Insights As Well As A Deep Understanding Of Music Processing Applications. Each Chapter Ends With A Section That Includes Links To The Research Literature, Suggestions For Further Reading, A List Of References, And Exercises. The Chapters Are Organized In A Modular Fashion, Thus Offering Lecturers And Readers Many Ways To Choose, Rearrange Or Supplement The Material. Accordingly, Selected Chapters Or Individual Sections Can Easily Be Integrated Into Courses On General Multimedia, Information Science, Signal Processing, Music Informatics, Or The Digital Humanities. 1 Music Representations -- 2 Fourier Analysis Of Signals -- 3 Music Synchronization -- 4 Music Structure Analysis -- 5 Chord Recognition -- 6 Tempo And Beat Tracking -- 7 Content-based Audio Retrieval -- 8 Musically Informed Audio Decomposition. By Meinard Müller. This textbook provides both profound technological knowledge and a comprehensive treatment of essential topics in music processing and music information retrieval. Including numerous examples, figures, and exercises, this book is suited for students, lecturers, and researchers working in audio engineering, computer science, multimedia, and musicology. The book consists of eight chapters. The first two cover foundations of music representations and the Fourier transform -- concepts that are then used throughout the book. In the subsequent chapters, concrete music processing tasks serve as a starting point. Each of these chapters is organized in a similar fashion and starts with a general description of the music processing scenario at hand before integrating it into a wider context. It then discusses -- in a mathematically rigorous way -- important techniques and algorithms that are generally applicable to a wide range of analysis, classification, and retrieval problems. At the same time, the techniques are directly applied to a specific music processing task. By mixing theory and practice, the book's goal is to offer detailed technological insights as well as a deep understanding of music processing applications. Each chapter ends with a section that includes links to the research literature, suggestions for further reading, a list of references, and exercises. The chapters are organized in a modular fashion, thus offering lecturers and readers many ways to choose, rearrange or supplement the material. Accordingly, selected chapters or individual sections can easily be integrated into courses on general multimedia, information science, signal processing, music informatics, or the digital humanities Front Matter....Pages i-xxix Music Representations....Pages 1-37 Fourier Analysis of Signals....Pages 39-114 Music Synchronization....Pages 115-166 Music Structure Analysis....Pages 167-236 Chord Recognition....Pages 237-301 Tempo and Beat Tracking....Pages 303-353 Content-Based Audio Retrieval....Pages 355-413 Musically Informed Audio Decomposition....Pages 415-480 Back Matter....Pages 481-487