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Ref trnka aac
Werkov edited this page Nov 22, 2011
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- User Interaction with Word Prediction: The Effects of Prediction Quality
- hypotheses:
- increase communication rate for those writing at AAC speeds
- advanced word prediction improves communication rate more than would (theoretical) keystroke saving imply (how come?)
- many references to similar testing (AAC)
- references Newell et al. [1992] who mentioned (for children):
- higher quantity and improved quality of written texts
- references Venatagiri [1993] who found:
- word prediction doesn't increase communication rate
- their experiment:
- not impiared people, paid $30 :-)
- rewriting senteces, on-screen keyboard, enforced delay 1.5 s (impairment simulation)
- used Wivik keyboard, that now uses WordQ tool
- five suggestions are common AAC standard (p. 14)
- word prediction:
- none
- basic -- recently used words + alphabeticaly sorted dictionary (prefix filtered)
- advanced -- trigram LM with with backoff smoothing (p. 15)
- results:
- measures
- input rate -- keystroke per second
- commuincation rate -- words per minute
- prediction utilization -- ratio between actual keystroke savings and theoretical
- derived formula expressing trade-off between keystroke savings and input rate (p. 30)
- increase in communication rate:
- 45.4 % for advanced prediction against basic prediction
- 58.6 % for advanced prediction against no prediction
- those are numbers from conclusion, figure 7 says a bit different (46.6 % and 61.2 % (figure itself), 45.8 % and 61.4 % (comments to figure)),
- measures