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Ref trnka aac

Werkov edited this page Nov 22, 2011 · 1 revision
  • 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)),
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