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Description
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
Sample Chapter - Download PDF (440 KB)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
Sample Chapter - Download PDF (56 KB)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
Sample Chapter - Download PDF (59
KB)