Abstract
We compared two speaker-independent, navigation systems (discrete and
continuous) on 11 tasks, measuring accuracy, perceived performance, task time,
and perceived system usability. Ten IBM and temporary help agency employees
with GUI experience participated. Their ages ranged from 25 to 55 years. The
participants completed 11 tasks on both systems using voice or keyboard. The
participants began the set of tasks on a randomly selected navigator, filled
out a questionnaire about the perceived system speed and accuracy, completed
the same tasks using the keyboard, then repeated the same procedure on a
second system and keyboard. The voice navigator tasks took approximately twice
as long as the keyboard tasks. Additionally, the survey results showed that
participants' acceptance of the system was quite sensitive to small changes in
system response time. The slowest tasks were the ones with precise cursor or
window movement, the fastest were ones only requiring brief commands. The
results are discussed in terms of
recommendations for designing speech into GUIs.
Keywords:
Speech navigation, continuous speech recognition, discrete speech recognition.
Introduction
As the price of computer hardware decreases and speech recognition technology
matures, speech input will become more common. Speech input appears most
useful for tasks that require small vocabularies, which users perform while
their hands and/or eyes are busy. Consequently, voice navigators, which allow
the user to control their computer with speech commands, are a promising voice
application.
The main objective of this study was to evaluate two voice navigators using
two different technologies and to compare speech navigation with keyboard
navigation. One is a discrete speech recognizor, where the user issues
commands separated with a brief pause. The other is a continuous speech
recognition system that allows the user to issue several commands at once,
without pausing.
Methodology
Participants performed 11 tasks with each navigator and the keyboard to
evaluate the speed, accuracy and usability. The tasks included six standard
system-management tasks (e.g., finding files, moving windows) and five
hands-busy, eyes-busy tasks (e.g., data entry, italicizing text). Afterward,
they completed rating scales of usability features.
Results and Discussion
The keyboard tasks took approximately half the time as the navigator tasks. In
addition, very small differences in response time affected the participants'
acceptance of the navigators' speed. An error analysis on the misrecognitions
pointed to several improvements in the navigators' vocabularies.
There appeared to be little difference between the continuous and discrete
recognizors, with little difference between task times and accuracy. However,
because the continuous navigator had to process several commands at once, it
had a slower response time. Overall task time was not affected, but the rated
acceptability of its speed was much lower due to its increased response time.
The best tasks for speech input were tasks in which the user has to issue
brief commands using a small vocabulary. The least suitable were tasks in
which the speaker had to precisely control a cursor or issue a command from a
large vocabulary.
Also we identified several important factors affecting navigation use,
including system response time and experience with voice technology, which
will be the basis of future study.