ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons
Fuente:
arXiv
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| Autore principale: | |
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| Natura: | Preprint |
| Pubblicazione: |
2022
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| _version_ | 1866913191920926720 |
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| author | Daly, Matthew |
| author_facet | Daly, Matthew |
| contents | 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). |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2204_09745 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons Daly, Matthew Human-Computer Interaction 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). |
| title | ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons |
| topic | Human-Computer Interaction |
| url | https://arxiv.org/abs/2204.09745 |