Samenvatting

This thesis is concerned with the computational generation of musical pieces, utilising concepts from the area of Artificial Intelligence. The main focus lies on the finding of a solution to the problem of bringing long-term, high-level structure to the high-dimensional, sequential streams of data, into which music can be encoded, while also replicating stylistic information of a specific genre of music, in this case classical carnival music.