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Jan 2007
ISBN 0262201666
256 pp.
76 illus.
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Music and Probability
David Temperley

In Music and Probability, David Temperley explores issues in music perception and cognition from a probabilistic perspective. The application of probabilistic ideas to music has been pursued only sporadically over the past four decades, but the time is ripe, Temperley argues, for a reconsideration of how probabilities shape music perception and even music itself. Recent advances in the application of probability theory to other domains of cognitive modeling, coupled with new evidence and theoretical insights about the working of the musical mind, have laid the groundwork for more fruitful investigations. Temperley proposes computational models for two basic cognitive processes, the perception of key and the perception of meter, using techniques of Bayesian probabilistic modeling. Drawing on his own research and surveying recent work by others, Temperley explores a range of further issues in music and probability, including transcription, phrase perception, pattern perception, harmony, improvisation, and musical styles.

Table of Contents
 Contents
 Preface
1 Introduction
2 Probabilistic Foundations and Background
3 Melody I: The Rhythm Model
4 Melody II: The Pitch Model
5 Melody III: Expectation and Error Detection
6 A Polyphonic Key-Finding Model
7 Applications of the Polyphonic Key-Finding Model
8 Bayesian Models of Other Aspects of Music
9 Style and Composition
10 Communicative Pressure
 Conclusions
 Notes
 References
 Author Index
 Subject Index
 
 


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