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ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons
April 20, 2022 ยท Entered Twilight ยท ๐ Workshop on Speech and Language Processing for Assistive Technologies
Repo contents: .gitignore, ColorCode.jl, LICENSE, LanguageModel, README.md, main_gui.jl, pop.wav, simulator.jl
Authors
Matthew Daly
arXiv ID
2204.09745
Category
cs.HC: Human-Computer Interaction
Citations
2
Venue
Workshop on Speech and Language Processing for Assistive Technologies
Repository
https://github.com/mrdaly/ColorCode
โญ 2
Last Checked
3 months ago
Abstract
Many people with severely limited muscle control can only communicate through augmentative and alternative communication (AAC) systems with a small number of buttons. In this paper, we present the design for ColorCode, which is an AAC system with two buttons that uses Bayesian inference to determine what the user wishes to communicate. Our information-theoretic analysis of ColorCode simulations shows that it is efficient in extracting information from the user, even in the presence of errors, achieving nearly optimal error correction. ColorCode is provided as open source software (https://github.com/mrdaly/ColorCode).
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