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Machine Learning and Music Generation

Machine Learning and Music Generation

1st edition

Hardback (05 Dec 2017)

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Publisher's Synopsis

Computational approaches to music composition and style imitation have engaged musicians, music scholars, and computer scientists since the early days of computing. Music generation research has generally employed one of two strategies: knowledge-based methods that model style through explicitly formalized rules, and data mining methods that apply machine learning to induce statistical models of musical style. The five chapters in this book illustrate the range of tasks and design choices in current music generation research applying machine learning techniques and highlighting recurring research issues such as training data, music representation, candidate generation, and evaluation. The contributions focus on different aspects of modeling and generating music, including melody, chord sequences, ornamentation, and dynamics. Models are induced from audio data or symbolic data. This book was originally published as a special issue of the Journal of Mathematics and Music.

About the Publisher

Routledge

Routledge is the world's leading academic publisher in the Humanities and Social Sciences. We publish thousands of books and journals each year, serving scholars, instructors, and professional communities worldwide. Our current publishing programme encompasses groundbreaking textbooks and premier, peer-reviewed research in the Social Sciences, Humanities, and Built Environment. We have partnered with many of the most influential societies and academic bodies to publish their journals and book series. Readers can access tens of thousands of print and e-books from our extensive catalogue of titles. Routledge is a member of Taylor & Francis Group, an informa business.

Book information

ISBN: 9780815377207
Publisher: CRC Press
Imprint: Routledge
Pub date:
Edition: 1st edition
DEWEY: 781.34631
DEWEY edition: 22
Language: English
Number of pages: 112
Weight: 453g
Height: 246mm
Width: 174mm