Tech
New Computational Optimized Touchscreen Layout Maximizes Typing Speed on Mobile Devices
Mark Hoffman
First Posted: Apr 19, 2013 05:17 PM EDT
It was about time to deliver a systematically optimized keyboard layout for touchscreen devices, but soon it will be available. A new layout called KALQ that enables much faster thumb-typing has been created by a research team at the Max Planck Institute for Informatics, the University of St Andrews, and Montana Tech.
They used computational optimization techniques and a model of thumb movement to search among millions of potential layouts before identifying one that yields superior performance.
A user study found that after a short amount of practice, users could type 34% faster than they could with a QWERTY layout.
Typing on today's mobile phones and tablets is needlessly slow. One limitation is that the QWERTY layout is ill-suited for tablets and other touchscreen devices when typing with the thumbs. Two-thumb typing is ergonomically very different from typing on a physical keyboard. A QWERTY keyboard on a touchscreen device limits users to typing at a rate of around 20 words per minute, which is slow compared to the rates achieved on physical keyboards.
The researchers set out to create an alternative to QWERTY that offers substantial performance advantages for users. The researchers incorporated models of thumb movement into a computational optimization algorithm.
The researchers quickly realized that slight changes to the layout, like exchanging a few keys, would not be sufficient for a significant improvement. Words like "on, see, you, read, dear, immune, based", frequently used in texts, have to be typed on a split-QWERTY layout with a single thumb only, making the typing burdensome.
So they developed a specific layout for optimal two-thumb text entry, with the goal of improving typing performance and minimizing the strain for the thumbs.
"The key to optimizing a keyboard for two thumbs is to minimize long sequences with a single thumb," said team leader Antti Oulasvirta. "We also want to place frequently used letters centrally close to each other. Experienced typists move their thumbs simultaneously: While one is typing, the other is approaching its next target. We derived a predictive model of this behavior."
The computational optimization process had two goals: To minimize the moving time of the thumbs and to approximate alternating sides as well as possible. The result achieved by computational optimization was rather unexpected. In the new keyboard KALQ, all vowels, with the exception of the letter "y", are placed in the area for the right thumb, whereas the left thumb gets assigned more keys. To fully benefit from this layout, the users were trained to move their thumbs simultaneously. While one thumb is typing, the other one can move to its next target.
The researchers also developed probabilistic error correction methods that took into account how thumbs move and also statistical knowledge about the texts users type. Their error correction method enabled trained users to type more quickly while retaining an acceptable level of errors.
With these improvements, users were able to reach 37 words per minute, which is the best ever reported for two-thumb typing on touchscreen devices, significantly more than the approximate 20 words on a split QWERTY that regular users can achieve.
The researchers will present their work at the CHI 2013 conference in Paris on May 1.
KALQ will be available as a free app for Android-based smartphones at the beginning of May.
Paper:
Oulasvirta, A. et al., Improving Two-Thumb Text Entry on Touchscreen Devices (open access PDF)
Proceedings of the 2013 Annual Conference on Human factors in Computing Systems (CHI'13), ACM Press, 2013, in press
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First Posted: Apr 19, 2013 05:17 PM EDT
It was about time to deliver a systematically optimized keyboard layout for touchscreen devices, but soon it will be available. A new layout called KALQ that enables much faster thumb-typing has been created by a research team at the Max Planck Institute for Informatics, the University of St Andrews, and Montana Tech.
They used computational optimization techniques and a model of thumb movement to search among millions of potential layouts before identifying one that yields superior performance.
A user study found that after a short amount of practice, users could type 34% faster than they could with a QWERTY layout.
The researchers set out to create an alternative to QWERTY that offers substantial performance advantages for users. The researchers incorporated models of thumb movement into a computational optimization algorithm.
The researchers quickly realized that slight changes to the layout, like exchanging a few keys, would not be sufficient for a significant improvement. Words like "on, see, you, read, dear, immune, based", frequently used in texts, have to be typed on a split-QWERTY layout with a single thumb only, making the typing burdensome.
So they developed a specific layout for optimal two-thumb text entry, with the goal of improving typing performance and minimizing the strain for the thumbs.
"The key to optimizing a keyboard for two thumbs is to minimize long sequences with a single thumb," said team leader Antti Oulasvirta. "We also want to place frequently used letters centrally close to each other. Experienced typists move their thumbs simultaneously: While one is typing, the other is approaching its next target. We derived a predictive model of this behavior."
The computational optimization process had two goals: To minimize the moving time of the thumbs and to approximate alternating sides as well as possible. The result achieved by computational optimization was rather unexpected. In the new keyboard KALQ, all vowels, with the exception of the letter "y", are placed in the area for the right thumb, whereas the left thumb gets assigned more keys. To fully benefit from this layout, the users were trained to move their thumbs simultaneously. While one thumb is typing, the other one can move to its next target.
The researchers also developed probabilistic error correction methods that took into account how thumbs move and also statistical knowledge about the texts users type. Their error correction method enabled trained users to type more quickly while retaining an acceptable level of errors.
With these improvements, users were able to reach 37 words per minute, which is the best ever reported for two-thumb typing on touchscreen devices, significantly more than the approximate 20 words on a split QWERTY that regular users can achieve.
The researchers will present their work at the CHI 2013 conference in Paris on May 1.
KALQ will be available as a free app for Android-based smartphones at the beginning of May.
Paper:
Oulasvirta, A. et al., Improving Two-Thumb Text Entry on Touchscreen Devices (open access PDF)
Proceedings of the 2013 Annual Conference on Human factors in Computing Systems (CHI'13), ACM Press, 2013, in press
See Now: NASA's Juno Spacecraft's Rendezvous With Jupiter's Mammoth Cyclone