Computer Models of Musical Creativity (Hardcover)

David Cope

  • 出版商: MIT
  • 出版日期: 2005-12-16
  • 售價: $1,350
  • 貴賓價: 9.8$1,323
  • 語言: 英文
  • 頁數: 474
  • 裝訂: Hardcover
  • ISBN: 0262033380
  • ISBN-13: 9780262033381
  • 相關分類: 人工智慧
  • 立即出貨 (庫存 < 3)

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In this original and provocative study of computational creativity in music, David Cope asks whether computer programs can effectively model creativity -- and whether computer programs themselves can create. Defining musical creativity, and distinguishing it from creativity in other arts, Cope presents a series of experimental models that illustrate salient features of musical creativity. He makes the case that musical creativity results from a process that he calls inductive association, and he contends that such a computational process can in fact produce music creatively. Drawing on the work of many other scholars and musicians -- including Douglas Hofstadter, Margaret Boden, Selmer Bringsjord, and Kathleen Lennon -- Cope departs from the views expressed by most with his contentions that computer programs can create and that those who do not believe this have probably defined creativity so narrowly that even humans could not be said to create.

After examining the foundations of creativity and musical creativity, Cope describes a number of possible models for computationally imitating human creativity in music. He discusses such issues as recombinance and pattern matching, allusions, learning, inference, analogy, musical hierarchy, and influence, and finds that these experimental models solve only selected aspects of creativity. He then describes a model that integrates these different aspects -- an inductive-association computational process that can create music. Cope's writing style is lively and nontechnical; the reader needs neither knowledge of computer programming nor specialized computer hardware or software to follow the text.

The computer programs discussed in the text, along with MP3 versions of all the musical examples, are available at the author's website, http://arts.ucsc.edu/faculty/cope, by clicking on the link to the left.

David Cope is a composer and Professor of Music at the University of California, Santa Cruz. He is the author of Virtual Music: Computer Synthesis of Musical Style (MIT Press, 2004).

Table of Contents:

Preface
 Sample Chapter - Download PDF (40 KB)
vii
I Background and Principles 1
1 Definitions
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3
2 Background 35
3 Current Models of Musical Creativity 51
II Experimental Models of Musical Creativity 85
4 Recombinance 87
5 Allusion 125
6 Learning, Inference, and Analogy 177
7 Form and Structure 221
8 Influence 251
III An Integrated Model of Musical Creativity 269
9 Association 271
10 Musical Association 299
11 Integration 325
12 Aesthetics 345
Bibliography
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377
Appendix A: Experiments In Musical Intelligence Final Work List 385
Appendix B: Database Format 391
Appendix C: Ark Endings 393
Appendix D: Listing of Book Programs 397
Appendix E: Virtual Beethoven Symphony No. 10, Second Movement 399
Index
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