21 citations · 53 across the 4 of their papers we have counts for
4 papers
Maximum entropy models capture melodic styles
Jason Sakellariou, Francesca Tria, Vittorio Loreto +1
We introduce a Maximum Entropy model able to capture the statistics of melodies in music. The model can be used to generate new melodies that emulate the style of the musical corpu…
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…
Effect of coupling asymmetry on mean-field solutions of direct and inverse Sherrington-Kirkpatrick model
Jason Sakellariou, Yasser Roudi, Marc Mezard +1
We study how the degree of symmetry in the couplings influences the performance of three mean field methods used for solving the direct and inverse problems for generalized Sherrin…
Exact mean field inference in asymmetric kinetic Ising systems
M. Mezard, J. Sakellariou
We develop an elementary mean field approach for fully asymmetric kinetic Ising models, which can be applied to a single instance of the problem. In the case of the asymmetric SK m…