Mercurial > hg > cip2012
diff talk/abstract @ 74:90901fd611d1
Final version of talk.
author | samer |
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date | Fri, 01 Jun 2012 16:17:32 +0100 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/talk/abstract Fri Jun 01 16:17:32 2012 +0100 @@ -0,0 +1,27 @@ +** Information dynamics and temporal structure in music ** + + +It has often been observed that one of the more salient effects +of listening to music to create expectations within the listener, +and that part of the art of making music to create a dynamic interplay +of uncertainty, expectation, fulfilment and surprise. It was not until +the publication of Shannon's work on information theory, however, that +the tools became available to quantify some of these concepts. + +In this talk, we will examine how a small number of +\emph{time-varying} information measures, such as entropies and mutual +informations, computed in the context +of a dynamically evolving probabilistic model, can be used to characterise +the temporal structue of a stimulus sequence, considered as a random process +from the point of view of a Bayesian observer. + +One such measure is a novel predictive information rate, which we conjecture +may provide an explanation for the `inverted-U' relationship often found between +simple measures of randomness (\eg entropy rate) and +judgements of aesthetic value [Berlyne 1971]. We explore these ideas in the context +of Markov chains using both artificially generated sequences and +two pieces of minimalist music by Philip Glass, showing that even an overly simple +model (the Markov chain), when interpreted according to information dynamic +principles, produces a structural analysis which largely agrees with that of an +human expert listener and improves on those generated by rule-based methods. +