159 citations · 361 across the 15 of their papers we have counts for
3 papers · 2 filters
DeepBach: a Steerable Model for Bach Chorales Generation
Gaëtan Hadjeres, François Pachet, Frank Nielsen
This paper introduces DeepBach, a graphical model aimed at modeling polyphonic music and specifically hymn-like pieces. We claim that, after being trained on the chorale harmonizat…
Maximum entropy models for generation of expressive music
Simon Moulieras, François Pachet
In the context of contemporary monophonic music, expression can be seen as the difference between a musical performance and its symbolic representation, i.e. a musical score. In th…
Style Imitation and Chord Invention in Polyphonic Music with Exponential Families
Gaëtan Hadjeres, Jason Sakellariou, François Pachet
Modeling polyphonic music is a particularly challenging task because of the intricate interplay between melody and harmony. A good model should satisfy three requirements: statisti…