Interrogating statistical models of music perception
Brown, Andrew R. & Gifford, Toby M. (2010) Interrogating statistical models of music perception. In Proceedings of the 11th International Conference on Music Perception and Cognition (ICMPC11), University of Washington, Seattle, Washington, pp. 715-717.
We have developed a new experimental method for interrogating statistical theories of music perception by implementing these theories as generative music algorithms. We call this method Generation in Context. This method differs from most experimental techniques in music perception in that it incorporates aesthetic judgments. Generation In Context is designed to measure percepts for which the musical context is suspected to play an important role. In particular the method is suitable for the study of perceptual parameters which are temporally dynamic.
We outline a use of this approach to investigate David Temperley’s (2007) probabilistic melody model, and provide some provisional insights as to what is revealed about the model. We suggest that Temperley’s model could be improved by dynamically modulating the probability distributions according to the changing musical context.
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|Item Type:||Conference Paper|
|Keywords:||music, computation, melody, generation, perception|
|Subjects:||Australian and New Zealand Standard Research Classification > PSYCHOLOGY AND COGNITIVE SCIENCES (170000) > PSYCHOLOGY (170100) > Sensory Processes Perception and Performance (170112)|
Australian and New Zealand Standard Research Classification > STUDIES IN CREATIVE ARTS AND WRITING (190000) > FILM TELEVISION AND DIGITAL MEDIA (190200)
Australian and New Zealand Standard Research Classification > STUDIES IN CREATIVE ARTS AND WRITING (190000) > PERFORMING ARTS AND CREATIVE WRITING (190400) > Music Composition (190406)
|Divisions:||Current > QUT Faculties and Divisions > Creative Industries Faculty|
Current > Schools > Music & Sound
|Copyright Owner:||Copyright 2010 the content of an individual paper is held by the first-named (primary) author of that paper.|
|Deposited On:||10 Sep 2010 07:49|
|Last Modified:||10 Sep 2010 07:49|
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