|
ABSTRACT
The difficulties of navigating vocabulary in an assistive communication device are exacerbated for individuals with lexical access disorders like those due to aphasia. We present the design and implementation of a vocabulary network based on WordNet, a resource that attempts to model human semantic memory, that enables users to find words easily. To correct for the sparsity of links among words, we augment WordNet with additional connections derived from human judgments of semantic similarity collected in an online experiment. We evaluate the resulting system, the visual vocabulary for aphasia (ViVA), and describe its potential to adapt to a user's profile and enable faster search and improved navigation.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
Ageless Project. http://jenett.org/ageless/.
|
| |
2
|
M. Allen, J. McGrenere, and B. Purves. The design and field evaluation of PhotoTalk: a Digital Image Communication Application for People with Aphasia. In Proc. ACM SIGACCESS 2007, pages 187--194. ACM, 2007.
|
| |
3
|
Amazon.com, Inc. Amazon mechanical turk. https://www.mturk.com.
|
| |
4
|
AssistiveWare. Proloquo2go. http://www.assistiveware.com/.
|
| |
5
|
D. R. Beukelman and P. Mirenda. Augmentative and alternative communication: Management of severe communication disorders in children and adults. Brooks Publishing Company, 1998.
|
| |
6
|
J. Boyd-Graber, C. Fellbaum, D. Osherson, and R. Schapire. Adding dense, weighted, connections to WordNet. In P. Sojka, K.-S. Choi, C. Fellbaum, and P. Vossen, editors, Proc. Global WordNet Conference 2006, pages 29--35, Jeju, South Korea, January 2006. Masaryk University Press.
|
| |
7
|
J. Boyd-Graber, S. Nikolova, K. Moffatt, K. Kin, J. Lee, L. Mackey, M. Tremaine, and M. Klawe. Participatory design with proxies: Developing a desktop-PDA system to support people with aphasia. In Proc. CHI 2006, pages 151--160. ACM Press, 2006.
|
| |
8
|
A. M. Collins and E. F. Loftus. A spreading-activation theory of semantic processing. Psychological Review, 82(6):407--428, November 1975.
|
| |
9
|
E. Daeman, P. Dadlani, J. Du, Y. Li, P. Erik-Paker, J. Martens, and B. D. Ruyter. Designing a free style, indirect, and interactive storytelling application for people with aphasia. In INTERACT, pages 221--234, 2007.
|
| |
10
|
J. Deng, W. Dong, R. Socher, L.-J. Li, K. Li, and L. Fei-Fei. ImageNet: A Large-Scale Hierarchical Image Database. In CVPR09, 2009.
|
| |
11
|
C. Fellbaum. WordNet : An Electronic Lexical Database, chapter A semantic network of English verbs. MIT Press, Cambridge, MA, 1998.
|
| |
12
|
E. Horvitz. Principles of mixed-initiative user interfaces. In Proc. CHI 1999, pages 159--166. ACM Press, 1999.
|
| |
13
|
J. Jiang and D. Conrath. Semantic similarity based on corpus statistics and lexical taxonomy. In Proc. on International Conference on Research in Computational Linguistics, Taiwan, 1997.
|
| |
14
|
D. Lin. Automatic retrieval and clustering of similar words. In Proc. of COLING-ACL, pages 768--774, Montreal, CA, 1998.
|
| |
15
|
Lingraphicare Inc. Lingraphica. http://www.aphasia.com/.
|
| |
16
|
G. A. Miller. Nouns in WordNet: A Lexical Inheritance System. International Journal of Lexicography, 3(4):245--264, 1990.
|
| |
17
|
K. Moffatt, J. McGrenere, B. Purves, and M. Klawe. The participatory design of a sound and image enhanced daily planner for people with aphasia. In Proc. CHI 2004, pages 407--414. ACM Press, 2004.
|
| |
18
|
H. Moss and L. Older. Birkbeck Word Association Norms. Psychology Press, 1996.
|
| |
19
|
R. Patel, S. Pilato, and D. Roy. Beyond linear syntax: An image-orientation communication aid. Assistive Technology Outcomes and Benefits, 1(1):57--67, Fall 2004.
|
| |
20
|
R. E. Schapire. The boosting approach to machine learning: An overview. In D. D. Denison, M. H. Hansen, C. Holmes, B. Mallick, and B. Yu, editors, Nonlinear Estimation and Classification. Springer, 2003.
|
| |
21
|
R. Snow, O'Connor, D. Jurafsky, and A. Ng. Cheap and fast - but is it good? evaluating non-expert annotations for natural language tasks. Proc. of EMNLP-08, Jan 2008.
|
| |
22
|
R. D. Steele, M. Weinrich, R. T. Wertz, M. K. Kleczewska, and G. S. Carlson. Computer-based visual communication in aphasia. Neuropsychologia, 27(4):409--426, 1989.
|
| |
23
|
A. Sutcliffe, S. Fickas, and M. Sohlberg. Investigating the usability of assistive user interfaces. Interacting with Computers, 15:577--602, 2003.
|
| |
24
|
D. Swinney. Lexical access during sentence comprehension: (Re)consideration of context effects. Journal of Verbal Learning and Verbal Behavior, (18):645--659, 1979.
|
| |
25
|
K. Tee, K. Moffatt, L. Findlater, E. MacGregor, J. McGrenere, B. Purves, and S. S. Fels. A visual recipe book for persons with language impairments. In Proc. CHI 2005, pages 501--510. ACM Press, 2005.
|
| |
26
|
The National Aphasia Association. Aphasia: The facts. http://www.aphasia.org.
|
| |
27
|
TouchSpeak & TypeSpeak. http://www.touchspeak.co.uk/.
|
| |
28
|
M. van de Sandt-Koenderman, J. Wiegers, and P. Hardy. A computerised communication aid for people with aphasia. Disability and Rehabilitation, 27(9):529--533, 2005.
|
|