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Bayesian Statistical Methods for Audio and Music Processing
https://www.cmpe.boun.edu.tr/~cemgil/papers/cemgil-godsill-peeling-whiteley-haba09.pdf
Bayesian statistical methods provide a sound formalism for making progress. This is achieved via models which quantify priorknowledge about the physical properties and semantics of sound, combined with powerful computational methodology. The key equation, then, is Bayes’ theorem and in the context of audio processing it can be stated as
Bayesian Statistical Methods for Audio and Music Processing
https://people.maths.bris.ac.uk/~manpw/haba.pdf
Bayesian statistical methods provide a formalism for arriving at solutions to various problems faced in audio processing. In real environments, acoustical conditions and sound sources are highly variable, yet audio signals often possess significant statistical structure. There is a great
Bayesian Statistical Methods for Audio and Music ...
https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.334.8564
Abstract. Bayesian statistical methods provide a formalism for arriving at solutions to various problems faced in audio processing. In real environments, acoustical conditions and sound sources are highly variable, yet audio signals often possess significant statistical structure.
Bayesian statistical methods for audio and music ...
https://www.oxfordhandbooks.com/view/10.1093/oxfordhb/9780198703174.001.0001/oxfordhb-9780198703174-e-25
This article focuses on the use of Bayesian statistical methods in audio and music processing in the context of an application to multipitch audio and determining a musical ‘score’ representation that includes pitch and time duration summary for a musical extract (the so-called ‘piano-roll’ representation of music). It first provides an overview of mainstream applications of audio ...
[PDF] Bayesian statistical methods for audio and music ...
https://www.semanticscholar.org/paper/Bayesian-statistical-methods-for-audio-and-music-Cemgil-Godsill/37ad909d0af8a07db089f691d66ebd33780ad704
Bayesian statistical methods provide a formalism for arriving at solutions to various problems faced in audio processing. In real environments, acoustical conditions and sound sources are highly variable, yet audio signals often possess significant statistical structure. There is a great deal of prior knowledge available about why this statistical structure is present.
Bayesian Statistical Methods for Audio and Music ...
https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.401.3517
CiteSeerX - Document Details (Isaac Councill, Lee Giles, Pradeep Teregowda): Probabilistic models, and in particular Bayesian statistical methods, provide in many ways the ideal formalism for inference problems in audio signal processing. In real environments, acoustical conditions and sound sources are highly variable, yet audio signals possess strong statistical structure.
(PDF) Bayesian Methods for Multimedia Signal Processing
https://www.researchgate.net/publication/221571947_Bayesian_Methods_for_Multimedia_Signal_Processing
The proposed method merges ideas of Bayesian hierarchical modeling, nonparametric smoothing of time series data, survival analysis, and forecasting into a unified framework.
Bayesian Analysis of Polyphonic western tonal Music ...
https://www.researchgate.net/publication/7138095_Bayesian_Analysis_of_Polyphonic_western_tonal_Music
Bayesian statistical methods provide a formalism for arriving at solutions to various problems faced in audio processing. ... we review some of the statistical models and associated inference ...
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