Melanie Baljko melanie@cs.toronto.edu http://www.cs.toronto.edu/~melanie/ Computational Simulations of Mediated Face-to-Face Multimodal Communication Melanie Baljko University of Toronto Several empirical studies have provided descriptions and analyses of the communicative actions that individuals perform in communicative exchanges in which one of the interlocutors has a communication disorder and uses a \em{voice-output communication aid} (VOCA). When provided with various input actions or sequences of input actions, these communication devices produce spoken utterances through speech synthesis. These studies have identified the various ways such so-called "aided-communicators" employ --- in isolation or in combination --- their various \em{modes of communication}, such as gesture, vocalization (non-speech sounds), facial expression, eye gaze, torso position, and speech (i.e., the synthesized speech which is provided by the communication aid). In this presentation, I will describe the factors thought to affect the strategies employed by aided communicators, such as his or her perceptions of the communicative environment, of the other interlocutor(s), and of the condition of his or her own embodiment. These communicative strategies demonstrate the ability of communicators --- even though highly constrained due to physical disability --- to adapt, both from one communicative exchange to the next and during a particular communicative exchange. I will describe a formal model that was developed to account for these phenomena, its computational implementation, and the methodology that was developed for its evaluation. Preliminary analyses show that the data derived from the computational simulations resemble empirical observations. I will also discuss how, although initially developed for use in the design of communication aids, the formal model has potential applications in other application domains, such as in multimodal interface managers and in the architectures of embodied communicative agents.