- 249 -Mazzola, Guerino / Noll, Thomas / Lluis-Puebla, Emilio: Perspectives in Mathematical and Computational Music Theory 
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duality in the problem. Depending on the sets chosen for the notes, N , and for the intervals, I , it may be impossible to solve. We can then either favor the notes or the intervals in the CSP modelization. Here the composer wanted to work on gestures, represented as intervals or sets of intervals. Following the musical wish, we have to choose these gestures as variables, V1...Vn .

The domain is given in MIDI values and closed under minus, for instance {(3,8),(- 3,- 8),(6),(- 6),(11),(- 11)} . The starting note SN is fixed, such as the set of allowed values for the notes Harm . Then the harmonic constraint is  sum N C + 1\<j\<i Vj (- Harm for all i \< n (analogous to a capacity constraint).

A second constraint forbids local repetitions, |Vi+1|/= |Vi| .

A third constraint restricts the number of apparition for each value of the domain. Fixing an integer Pj for some, resp. all, values Gj of the domain (with  sum jPj \< n , resp.  sum jPj = n ), the constraint can be written Card{i,| Vi|= Gj}= Pj . Note that we can switch to a Permut-CSP if all the domain values have a cardinality constraint.

The last constraint restricts the melodic motion of the whole sequence, and is better integrated in the first one as a reduction of Harm .

2.1.5 Tempo approximation

This problem has also been stated by Gilbert Nouno. The goal is to find an approximate tempo, given the rhythms really played by a musician. These real rhythms may differ from the symbolic rhythms of the score (if there is one). The


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- 249 -Mazzola, Guerino / Noll, Thomas / Lluis-Puebla, Emilio: Perspectives in Mathematical and Computational Music Theory