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In this paper, we propose a multimodal approach to create the mapping between gesture and sound in interactive music systems. Specifically, we propose to use a multimodal HMM to conjointly model the gesture and sound parameters. Our approach is compatible with a learning method that allows users to define the gesture-sound relationships interactively. We describe an implementation of this method for the control of physical modeling sound synthesis. Our model is promising to capture expressive gesture variations while guaranteeing a consistent relationship between gesture and sound.