PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

Learning Stochastic Finite Automata for Musical Style Recognition
Colin de la Higuera, Piat Frédéric and Frédéric Tantini
In: Tenth International Conference on Implementation and Application of Automata Tenth International Conference on Implementation and Application of Automata, June 27–29, 2005, Nice, France.

Abstract

Stochastic deterministic finite automata have been introduced and are used in a variety of settings. We use them to model musical styles: a same automaton can be used to classify new melodies but also to generate them. Through grammatical inference these automata are learned and new pieces of music can be parsed. We show that this works by proposing promising classification results and discuss further work.

Postscript - Requires a viewer, such as GhostView
EPrint Type:Conference or Workshop Item (Poster)
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Computational, Information-Theoretic Learning with Statistics
User Modelling for Computer Human Interaction
ID Code:1146
Deposited By:Colin de la Higuera
Deposited On:09 August 2006