Model of Visual Search and Selection Time in Linear Menus (CHI'14)
This paper presents a novel mathematical model for visual search and selection time in linear menus. Assuming two visual search strategies, serial and directed, and a pointing sub-task, it captures the change of performance with five fac- tors: 1) menu length, 2) menu organization, 3) target posi- tion, 4) absence/presence of target, and 5) practice. The novel aspect is that the model is expressed as probability density distribution of gaze, which allows for deriving total selec- tion time. We present novel data that replicates and extends the Nielsen menu selection paradigm and uses eye-tracking and mouse tracking to confirm model predictions. The same parametrization yielded a high fit to both menu selection time and gaze distributions. The model has the potential to im- prove menu designs by helping designers identify more ef- fective solutions without conducting empirical studies.
Total selection time as a gaze distribution that is the sum of three components: Serial search, Directed search and Pointing |
The effects of target position (left panels) and organization, and practice interaction (right panels) on selection time |
Observed (solid) vs. predicted (dash) menu selection time per target, organization length for the first and last block. |
Two cursor control strategies for selecting the target 13 (dark grey). Left: The cursor (solid) trails the eyes gaze (dash). Right: A single mouse move when the target has been localized | |
Proportion of three cursor movement strategies: trailing (on the target +/- 0.5 items), single move (top of the menu; +/- 0.5 items), and intermediate (between) | |
Gaze distribution for the target 3 and 11 aggregated across users. The plot shows that gaze occurs also in the vicinity of the stimulus (above the menu). | |
Observed vs. predicted menu selection times by menu organi- zation, menu length an practice. | |
Actual (solid) and predicted (dash) gaze distribution aggre- gated accross all participants for the unordered organization at the block 1 (black) and block 4 (grey). |
Data Collection
In this project, we collected almost 40 000 menu selections with gaze and mouse points:References
Gilles Bailly, Antti Oulasvirta, Duncan P. Brumby, Andrew Howes Model of Visual Search and Selection Time in Linear Menus ACM CHI'14, 10 pages. To appear [Pdf] CHI 2013 BEST PAPER HONORABLE MENTION |