Stanisław Raczyński - Publications - Bridge of Knowledge

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Year 2014
Year 2013
  • Dynamic Bayesian Networks for Symbolic Polyphonic Pitch Modeling
    Publication

    Symbolic pitch modeling is a way of incorporating knowledge about relations between pitches into the process of an- alyzing musical information or signals. In this paper, we propose a family of probabilistic symbolic polyphonic pitch models, which account for both the “horizontal” and the “vertical” pitch struc- ture. These models are formulated as linear or log-linear interpo- lations of up to fi ve sub-models, each of which is...

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  • Melody Harmonization with Interpolated Probabilistic Models
    Publication

    - Journal of New Music Research - Year 2013

    Most melody harmonization systems use the generative hidden Markov model (HMM), which model the relation between the hidden chords and the observed melody. Relations to other variables, such as the tonality or the metric structure, are handled by training multiple HMMs or are ignored. In this paper, we propose a discriminative means of combining multiple probabilistic models of various musical variables by means of model interpolation....

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