comparison draft.tex @ 65:9d7e5f690f28

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author samer
date Sat, 17 Mar 2012 01:03:15 +0000
parents a18a4b0517e8 2994e5e485e7
children 6d67c0c11b2b
comparison
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64:a18a4b0517e8 65:9d7e5f690f28
755 in \secrf{surprise-info-seq} and \secrf{process-info} 755 in \secrf{surprise-info-seq} and \secrf{process-info}
756 are equally applicable to random variables taking values in a continuous domain. 756 are equally applicable to random variables taking values in a continuous domain.
757 In the case of music, where expressive properties such as dynamics, tempo, 757 In the case of music, where expressive properties such as dynamics, tempo,
758 timing and timbre are readily quantified on a continuous scale, the information 758 timing and timbre are readily quantified on a continuous scale, the information
759 dynamic framework may thus be applied. 759 dynamic framework may thus be applied.
760 % \subsection{Audio based content analysis}
761 % Using analogous definitions of differential entropy, the methods outlined
762 % in the previous section are equally applicable to continuous random variables.
763 % In the case of music, where expressive properties such as dynamics, tempo,
764 % timing and timbre are readily quantified on a continuous scale, the information
765 % dynamic framework may also be considered.
760 766
761 Dubnov \cite{Dubnov2006} considers the class of stationary Gaussian 767 Dubnov \cite{Dubnov2006} considers the class of stationary Gaussian
762 processes. For such processes, the entropy rate may be obtained analytically 768 processes. For such processes, the entropy rate may be obtained analytically
763 from the power spectral density of the signal. Dubnov found that the 769 from the power spectral density of the signal. Dubnov found that the
764 multi-information rate (which he refers to as `information rate') can be 770 multi-information rate (which he refers to as `information rate') can be
779 % mention non-gaussian processes extension Similarly, the predictive information 785 % mention non-gaussian processes extension Similarly, the predictive information
780 % rate may be computed using a Gaussian linear formulation CITE. In this view, 786 % rate may be computed using a Gaussian linear formulation CITE. In this view,
781 % the PIR is a function of the correlation between random innovations supplied 787 % the PIR is a function of the correlation between random innovations supplied
782 % to the stochastic process. %Dubnov, MacAdams, Reynolds (2006) %Bailes and Dean (2009) 788 % to the stochastic process. %Dubnov, MacAdams, Reynolds (2006) %Bailes and Dean (2009)
783 789
790 % In \cite{Dubnov2006}, Dubnov considers the class of stationary Gaussian
791 % processes. For such processes, the entropy rate may be obtained analytically
792 % from the power spectral density of the signal, allowing the multi-information
793 % rate to be subsequently obtained. One aspect demanding further investigation
794 % involves the comparison of alternative measures of predictability. In the case of the PIR, a Gaussian linear formulation is applicable, indicating that the PIR is a function of the correlation between random innovations supplied to the stochastic process CITE.
795 % !!! FIXME
784 796
785 797
786 \subsection{Beat Tracking} 798 \subsection{Beat Tracking}
787 799
788 A probabilistic method for drum tracking was presented by Robertson 800 A probabilistic method for drum tracking was presented by Robertson