» Articles » PMID: 33935351

Compositional Language Modeling for Icon-Based Augmentative and Alternative Communication

Overview
Date 2021 May 3
PMID 33935351
Citations 2
Authors
Affiliations
Soon will be listed here.
Abstract

Icon-based communication systems are widely used in the field of Augmentative and Alternative Communication. Typically, icon-based systems have lagged behind word- and character-based systems in terms of predictive typing functionality, due to the challenges inherent to training icon-based language models. We propose a method for synthesizing training data for use in icon-based language models, and explore two different modeling strategies.

Citing Articles

AAC and Artificial Intelligence (AI).

Sennott S, Akagi L, Lee M, Rhodes A Top Lang Disord. 2021; 39(4):389-403.

PMID: 34012187 PMC: 8130588. DOI: 10.1097/tld.0000000000000197.


Workshops of the Seventh International Brain-Computer Interface Meeting: Not Getting Lost in Translation.

Huggins J, Guger C, Aarnoutse E, Allison B, Anderson C, Bedrick S Brain Comput Interfaces (Abingdon). 2020; 6(3):71-101.

PMID: 33033729 PMC: 7539697. DOI: 10.1080/2326263X.2019.1697163.

References
1.
Brysbaert M, New B . Moving beyond Kucera and Francis: a critical evaluation of current word frequency norms and the introduction of a new and improved word frequency measure for American English. Behav Res Methods. 2009; 41(4):977-90. DOI: 10.3758/BRM.41.4.977. View

2.
Patel R . Message formulation, organization, and navigation schemes for icon-based communication aids. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2011:5364-7. DOI: 10.1109/IEMBS.2011.6091327. View

3.
Orhan U, Hild 2nd K, Erdogmus D, Roark B, Oken B, Fried-Oken M . RSVP Keyboard: An EEG Based Typing Interface. Proc IEEE Int Conf Acoust Speech Signal Process. 2014; . PMC: 3771530. DOI: 10.1109/ICASSP.2012.6287966. View

4.
Light J, Drager K . AAC technologies for young children with complex communication needs: state of the science and future research directions. Augment Altern Commun. 2007; 23(3):204-16. DOI: 10.1080/07434610701553635. View

5.
Iacono T, Lyon K, West D . Non-electronic communication aids for people with complex communication needs. Int J Speech Lang Pathol. 2010; 13(5):399-410. DOI: 10.3109/17549507.2011.482162. View